{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **IMPORT LIBRARY**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import wfdb as wf\n",
    "from wfdb import processing\n",
    "\n",
    "import neurokit2 as ECG\n",
    "import librosa as mi\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import signal\n",
    "from scipy.fft import fft, ifft\n",
    "import numpy as np"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **PRE PROCESSING**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'fs': 500, 'sig_len': 10000, 'n_sig': 2, 'base_date': None, 'base_time': None, 'units': ['mV', 'mV'], 'sig_name': ['ECG I', 'ECG I filtered'], 'comments': ['Age: 25', 'Sex: male', 'ECG date: 26.04.2005']}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Filtered Signal')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x750 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "signal_array, fields = wf.rdsamp( '/home/senume/Project/Research/sip-person_identification/DATASET/ECG-ID/Person_01/rec_18')\n",
    "sig = signal_array[:,0]\n",
    "\n",
    "# For single channel\n",
    "sos = signal.butter(6, [2, 50], btype='bandpass', fs=fields['fs'], analog= False)\n",
    "filtered = signal.filtfilt(sos[0], sos[1], sig)\n",
    "print(fields)\n",
    "\n",
    "plt.figure(figsize = (10,7.5), dpi = 100)\n",
    "\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(sig[:1000])\n",
    "plt.title('Unfiltered Signal')\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(filtered[:1000])\n",
    "plt.title('Filtered Signal')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### **T PEAK DECTECTION**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f3de0601910>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, rpeaks = ECG.ecg_peaks(filtered, sampling_rate=fields['fs'])\n",
    "_, waves_peak = ECG.ecg_delineate(filtered, rpeaks, sampling_rate=1000, method=\"peak\")\n",
    "\n",
    "plt.figure(figsize = (15,5), dpi = 100)\n",
    "plt.scatter(waves_peak['ECG_T_Peaks'], filtered[waves_peak['ECG_T_Peaks']], color = 'red', s =50, marker = \"*\") \n",
    "plt.plot(filtered)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### **SEGMENTATION**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f3de056fa60>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Ind = waves_peak['ECG_T_Peaks']\n",
    "\n",
    "n = 2\n",
    "segment = filtered[Ind[n]:Ind[n+1]]\n",
    "\n",
    "segment_n = segment/np.max(np.abs(segment))\n",
    "\n",
    "\n",
    "plt.figure(figsize = (15,5), dpi = 100)\n",
    "plt.plot(segment_n)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **FEATURE EXTRACTION**"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### **CEPSTRAL COEFFICIENTS**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f3de2a2adc0>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABMkAAAGsCAYAAADHUfDaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAADQOUlEQVR4nOzdd5gcdf0H8Pdsvd5L2t2lF9IrJJAAAqEIoihVOlEQLBgRf4gVCyqKwRKKdBWMNBEJJZSQhARSSO/9ksv1XrfN/P6Y+c7u3W2Z2d273Uver+fJo1yZm7vd29t576dIiqIoICIiIiIiIiIiOoVZEn0CREREREREREREicaQjIiIiIiIiIiITnkMyYiIiIiIiIiI6JTHkIyIiIiIiIiIiE55DMmIiIiIiIiIiOiUx5CMiIiIiIiIiIhOeQzJiIiIiIiIiIjolGdL9AnEmyzLOHHiBDIzMyFJUqJPh4iIiIiIiIiIEkhRFLS2tmLIkCGwWELXi510IdmJEydQUlKS6NMgIiIiIiIiIqIkcuzYMQwbNizk+0+6kCwzMxOA+o1nZWUl+GyIiIiIiIiIiCiRWlpaUFJSomdGofRLSLZ06VI89NBDqKysxMSJE7FkyRLMnz8/6MeuXLkS5557bq+37969G+PHj4/4tUSLZVZWFkMyIiIiIiIiIiICgIhjufp8cP+yZctw99134/7778fmzZsxf/58XHzxxSgvLw/7eXv37kVlZaX+b8yYMX19qkREREREREREdIrq85Ds4Ycfxm233YZFixZhwoQJWLJkCUpKSvDoo4+G/byioiIMGjRI/2e1Wvv6VImIiIiIiIiI6BTVpyGZ2+3Gpk2bsHDhwm5vX7hwIdauXRv2c6dPn47BgwfjvPPOw4cffhjy41wuF1paWrr9IyIiIiIiIiIiMqNPQ7K6ujr4fD4UFxd3e3txcTGqqqqCfs7gwYPxxBNP4JVXXsGrr76KcePG4bzzzsOqVauCfvyDDz6I7Oxs/R83WxIRERERERERkVn9Mri/52A0RVFCDksbN24cxo0bp//33LlzcezYMfz+97/HggULen38fffdh8WLF+v/LTYWEBERERERERERGdWnlWQFBQWwWq29qsZqamp6VZeFc8YZZ2D//v1B3+d0OvVNltxoSURERERERERE0ejTkMzhcGDmzJlYsWJFt7evWLEC8+bNM3yczZs3Y/DgwfE+PSIiIiIiIiIiIgD90G65ePFi3HDDDZg1axbmzp2LJ554AuXl5bjjjjsAqO2SFRUVeP755wEAS5YswfDhwzFx4kS43W784x//wCuvvIJXXnmlr0+ViIiIiIiIiIhOUX0ekl199dWor6/HAw88gMrKSkyaNAnLly9HWVkZAKCyshLl5eX6x7vdbtxzzz2oqKhAamoqJk6ciDfffBOXXHJJX58qERERERERERGdoiRFUZREn0Q8tbS0IDs7G83NzZxPRkRERERERER0ijOaFfXpTDIiIiIiIiIiIqKBgCEZERERERERERGd8hiSERERERERERHRKY8hGREREREREcWFT1ZwoKYVJ9noayI6RTAkIyIiIiIiorh47KODOP/hVXhp0/FEnwoRkWkMyYiIiIiIiCgu/rvlBABgxa7qBJ8JEZF5DMmIiIiIiIgoZjUtXdhb3QoA+OxoI1suiWjAYUhGREREREREMVtzoE7///Xtbhyp70jg2RARmceQjIiIiIiIiGK2Zn9dt//edLQxQWdCRBQdhmREREREREQUE0VRsFqrJJs8NBsAQzIiGngYkhEREREREVFM9la3orbVhRS7BV9fMBKAOpeMiGggYUhGREREREREMRGtlqePyMcZI/MBAPtqWtHc6UnkaRERmcKQjIiIiIiIiGKy9XgzAOCMkfkozHSiLD8NigJsLmc1GRENHAzJiIiIiIiIKCa1rV0AgCE5KQCAmWW5AIDN5U2JOiUiItMYkhEREREREVFM6trcAICCDCcAYGRBOgCgqrkrYedERGQWQzIiIiIiIiKKSV2bC4A/JMvX/re+3ZWwcyIiMoshGREREREREUXN45PR1KEO6C/IcAAA8tPV/63VKsyIiAYChmREREREREQUtYZ2NQizWiTkpmkhmagka2MlGRENHAzJiIiIiIiIKGq1rWoQlpfugMUiAfBXlNWzkoyIBhCGZERERERERBS1nvPIAH8lWafHhw63NyHnRURkFkMyIiIiIiIiipp/s6VDf1u6wwqnTb3cZDUZEQ0UDMmIiIiIiIgoaqKSrDCgkkySJL2yrI5zyYhogGBIRkRERERERFGr02aSFWQ6u709n3PJiGiAYUhGREREREREUfPPJHN0e3t+uhaStbOSjIgGBoZkREREREREFDX/TLLulWT+dktWkhHRwMCQjIiIiIiIiKIWbLsl4N9wyXZLIhooGJIRERERERFR1EKFZKL9ku2WRDRQMCQjIiIiIiKiqPhkBQ3tWrtlZo+ZZBzcT0QDDEMyIiIiIiIiikpDuxuyAkgSkJfWc3C/mEnGSjIiGhgYkhEREREREVFURACWl+aAzdr98lKvJGtnJRkRDQwMyYiIiIiIiCgqoeaRBb6tod0NWVb69byIiKLBkIyIiIiIiIiioodkPeaRAUCu1n7pkxU0dXr69byIiKLBkIyIiIiIiIiiUteqDe0PUknmsFmQnWoHANRzLhkRDQAMyYiIiIiIiCgqopJMDOnvScwlq+OGSyIaABiSERERERERUVRqw7RbAkCBFp7Vt7OSjIiSH0MyIiIiIiIiikqjtrkyPz14SKZvuGQlGRENAAzJiIiIiIiIKCqtXV4AQFaKPej7/SEZK8mIKPkxJCMiIiIiIqKotHSpWyuzUkOEZFq7ZV07K8mIKPkxJCMiIiIiIqKoiEqyzBRb0PeL8Ex8HBFRMmNIRkRERERERFFp6dQqyUK0W4rwTHwcEVEyY0hGREREREREpnl9MtrdPgBhKslSRCUZQzIiSn4MyYiIiIiIiMi0Npe/hTIzRCVZlhaesd2SiAYChmRERERERERkmgi+UuwWOGzBLy0zUziTjIgGDoZkREREREREZFpzhHlkAJCVqs0kY7slEQ0ADMmIiIiIiIjItEibLdX3qQFah9sHr0/ul/MiIopWv4RkS5cuxYgRI5CSkoKZM2di9erVhj7v448/hs1mw7Rp0/r2BImIiIiIiMgUMYw/KzV0JVlggBY4w4yIKBn1eUi2bNky3H333bj//vuxefNmzJ8/HxdffDHKy8vDfl5zczNuvPFGnHfeeX19ikRERERERGRSi15JFjoks1stSLVb1Y/vZEhGRMmtz0Oyhx9+GLfddhsWLVqECRMmYMmSJSgpKcGjjz4a9vNuv/12XHfddZg7d25fnyIRERERERGZpFeShWm3BPzVZJxLRkTJrk9DMrfbjU2bNmHhwoXd3r5w4UKsXbs25Oc988wzOHjwIH76059G/BoulwstLS3d/hEREREREVHfEpVh4SrJ1PerIRk3XBJRsuvTkKyurg4+nw/FxcXd3l5cXIyqqqqgn7N//3783//9H/75z3/CZgv/igQAPPjgg8jOztb/lZSUxOXciYiIiIiIKDT/TLLw121iZhkryYgo2fXL4H5Jkrr9t6Iovd4GAD6fD9dddx1+/vOfY+zYsYaOfd9996G5uVn/d+zYsbicMxEREREREYXWordbRqokU9/PSjIiSnaRS7ViUFBQAKvV2qtqrKampld1GQC0trZi48aN2Lx5M775zW8CAGRZhqIosNlsePfdd/G5z32u2+c4nU44nc6++yaIiIiIiIioFxF6GZ1J1spKMiJKcn1aSeZwODBz5kysWLGi29tXrFiBefPm9fr4rKwsbN++HVu2bNH/3XHHHRg3bhy2bNmC008/vS9Pl4iIiIiIiAwSlWSRZpKJSjNutySiZNenlWQAsHjxYtxwww2YNWsW5s6diyeeeALl5eW44447AKjtkhUVFXj++edhsVgwadKkbp9fVFSElJSUXm8nIiIiIiKixNErySLNJGMlGRENEH0ekl199dWor6/HAw88gMrKSkyaNAnLly9HWVkZAKCyshLl5eV9fRpEREREREQURy2dxirJuN2SiAYKSVEUJdEnEU8tLS3Izs5Gc3MzsrKyEn06REREREREJ6WZv1iB+nY33r57PsYPCn3t9dzaI/jpf3fi4kmD8Oj1M/vxDImIVEazon7ZbklEREREREQnD0VRDG+3FO2YrCQjomTHkIyIiIiIiIhMcXlleHxqU1JmpO2WTjVE40wyIkp2DMmIiIiIiIjIFFFFZpGAdEeEkEwL0VpYSUZESY4hGREREREREZnS0qkGXhlOGywWKezHZqWykoyIBgaGZERERERERGSKCLxEABYOK8mIaKBgSEZERERERESmiMArM8LQ/sCPcXtldHl8fXpeRESxYEhGREREREREpuiVZBGG9gNAptMGSRKfx2oyIkpeDMmIiIiIiIjIFDGTzEglmcUiIUMb7s+5ZESUzBiSERERERERkSn+mWSRK8kAziUjooGBIRkRERERERGZ0qK3W0auJAO44ZKIBgaGZERERERERGSKmC1mZCYZ4K8k40wyIkpmDMmIiIiIiIjIlJZOtSLMyEyywI8Tn0dElIwYkhEREREREZEpeiWZyZlkrCQjomTGkIyIiIiIiIhMEWFXhtPgTLIUziQjouTHkIyIiIiIiIhMaXNpIZnJmWTcbklEyYwhGREREREREZmih2ROoyGZNpOMlWRElMQYkhEREREREZEpIiTLNFhJJirO2lhJRkRJjCEZERERERERmSJCsnSjlWTax7W7GZIRUfJiSEZERERERESGub0y3F4ZgPF2SxGmtbl8fXZeRESxYkhGREREREREhrW7/NVgRkMy8XFtnElGREmMIRkREREREREZJlotU+1WWC2Soc8RIVk7K8mIKIkxJCMiIiIiIiLDWrXh+xkGh/YHfmybizPJiCh5MSQjIiIiIiIiw8TwfaOtlgCQ7rTqnyvLSp+cFxFRrBiSERERERERkWFtXeZDMvGxigJ0eNhySUTJiSEZERERERERGdbqMh+SpdqtEOPL2tlySURJiiEZERERERERGSZCrnQTIZkkSfrHcy4ZESUrhmRERERERERkmGi3zDQxuB8AMkVI1sWQjIiSE0MyIiIiIiIiMiyadkvAX3nGdksiSlYMyYiIiIiIiMiwaNotASBDqzxrZUhGREmKIRkREREREREZFm27ZQYryYgoyTEkIyIiIiIiIsPaom23dDAkI6LkxpCMiIiIiIiIDGtjuyURnaQYkhEREREREZFh0VaSsd2SiJIdQzIiIiIiIiIyLNaZZOLziYiSDUMyIiIiIiIiMizadkvx8W0uX9zPiYgoHhiSERERERERkWHRt1tatc/3xP2ciIjigSEZERERERERGaIoih6SmW63TBEzyVhJRkTJiSEZERERERERGeLyyvDJCoAo2i0dot2SM8mIKDkxJCMiIiIiIiJDWrWh+5IEpNmtpj5XVJIxJCOiZMWQjIiIiIiIiAzR55E5bLBYJFOfK2aYtTMkI6IkxZCMiIiIiIiIDGmPcrMl4A/J2roYkhFRcmJIRkRERERERIaIdssMk0P7gYCQzO2FoihxPS8ionhgSEZERERERESGiEqyjCgqyUT1maIAHW5uuCSi5MOQjIiIiIiIiAxpiyEkS3NYIWljzDiXjIiSEUMyIiIiIiIiMqQ1hpBMkiRkOLjhkoiSF0MyIiIiIiIiMiSWwf2Af5YZQzIiSkb9EpItXboUI0aMQEpKCmbOnInVq1eH/Ng1a9bgzDPPRH5+PlJTUzF+/Hj88Y9/7I/TJCIiIiIiojDEZsrMKAb3A/5wjSEZESWj6B7ZTFi2bBnuvvtuLF26FGeeeSYef/xxXHzxxdi1axdKS0t7fXx6ejq++c1vYsqUKUhPT8eaNWtw++23Iz09HV//+tf7+nSJiIiIiIgohFhmkgEBIVkXQzIiSj59Xkn28MMP47bbbsOiRYswYcIELFmyBCUlJXj00UeDfvz06dNx7bXXYuLEiRg+fDiuv/56XHjhhWGrz4iIiIiIiKjvtcXYbpmpfV67myEZESWfPg3J3G43Nm3ahIULF3Z7+8KFC7F27VpDx9i8eTPWrl2Ls88+O+j7XS4XWlpauv0jIiIiIiKi+BMVYBlRt1ta1eO4fHE7JyKieOnTkKyurg4+nw/FxcXd3l5cXIyqqqqwnzts2DA4nU7MmjULd911FxYtWhT04x588EFkZ2fr/0pKSuJ2/kREREREROQnKskyox3c77Srx2G7JREloX4Z3C9JUrf/VhSl19t6Wr16NTZu3IjHHnsMS5YswYsvvhj04+677z40Nzfr/44dOxa38yYiIiIiIiK/WNstM7RKsnYO7ieiJNSng/sLCgpgtVp7VY3V1NT0qi7racSIEQCAyZMno7q6Gj/72c9w7bXX9vo4p9MJp9MZv5MmIiIiIiKioGId3C/aNLndkoiSUZ9WkjkcDsycORMrVqzo9vYVK1Zg3rx5ho+jKApcLle8T4+IiIiIiIhMEG2SmVHPJGNIRkTJq08ryQBg8eLFuOGGGzBr1izMnTsXTzzxBMrLy3HHHXcAUNslKyoq8PzzzwMA/vrXv6K0tBTjx48HAKxZswa///3v8a1vfauvT5WIiIiIiIjCaI+53VILyTiTjIiSUJ+HZFdffTXq6+vxwAMPoLKyEpMmTcLy5ctRVlYGAKisrER5ebn+8bIs47777sPhw4dhs9kwatQo/OY3v8Htt9/e16dKREREREREIciygjZ3jO2W2ue1uxmSEVHykRRFURJ9EvHU0tKC7OxsNDc3IysrK9GnQ0REREREdFJoc3kx6afvAAD2/OIipNitpo/xzs4q3P73TZhemoPX7jwz3qdIRBSU0ayoX7ZbEhERERER0cAmWi2tFglOW3SXkplstySiJMaQjIiIiIiIiCJq7fK3WkqSFNUxxCyzdg7uJ6IkxJCMiIiIiIiIIhIbKaOdRwb4Q7JWhmRElIQYkhEREREREVFE7XEIyTJT/JVkJ9l4bCI6CTAkIyIiIiIiooj0dsuU2CvJZAXo8shxOS8ionhhSEZEREREREQRxaPdMs1uhRhn1uryxOO0iIjihiEZERERERERRRSPdkuLRUK6Q7Rc+uJyXkRE8cKQjIiIiIiIiCKKRyVZ4Oe3dXF4PxElF4ZkREREREREFFE8ZpIBQLrTCsAfuhERJQuGZERERERERBSRaLdMj1clGUMyIkoyDMmIiIiIiIgoIhFqZcYakqWImWQMyYgouTAkIyIiIiIiooja4lRJJgb3s5KMiJINQzIiIiIiIiKKqC1OM8nE5zMkI6Jkw5CMiIiIiIiIIopbu6WT7ZZElJwYkhEREREREVFE8R7cL7ZlEhElC4ZkREREREREFFGrFpJlxDqTjJVkRJSkGJIRERERERFRRGImWWasM8lESOZmSEZEyYUhGREREREREYXlkxV0enwA2G5JRCcvhmREREREREQUVuAmynSnNaZjsd2SiJIVQzIiIiIiIiIKS4RkDpsFTltsIZlo12xjSEZESYYhGREREREREYXVHqeh/UBgJZkv5mMREcUTQzIiIiIiIiIKS8wPi0dIlqG1a7Z2eWI+FhFRPDEkIyIiIiIiorDa4lhJluG0AwDa3T4oihLz8YiI4oUhGREREREREYUV33ZLtZLMJytweeWYj0dEFC8MyYiIiIiIiCisNtFumRKHkMzhP4Zo4yQiSgYMyYiIiIiIiCis1jhWklksEtIdajVZOzdcElESYUhGREREREREYYkwKz0OIRngr0hrY0hGREmEIRkRERERERGFJcKszDi0WwL+sI0hGRElE4ZkREREREREFJaYHRaPdsvA47RxJhkRJRGGZERERERERBRW3NstteO0uxmSEVHyYEhGREREREREYentlnEKydhuSUTJiCEZERERERERhSXaIjPiNJMsk+2WRJSEGJIRERERERFRWG1xbrcUx2lnJRkRJRGGZERERERERBRWq8sDIP7bLVsZkhFREmFIRkRERERERGG1dKphVlaKPS7HE2EbK8mIKJkwJCMiIiIiIqKQZFlBa5daSZaVGqdKMocVANDu8sXleERE8cCQjIiIiIiIiEJqd3shK+r/j1clWYZ2HLZbElEyYUhGREREREREIbVoGygdNgtS7Na4HDPDKSrJGJIRUfJgSEZEREREREQhtXRqrZZxqiIDgAyneqy2LoZkRJQ8GJIRERERERFRSHpIFqd5ZACQrlWStbGSjIiSCEMyIiIiIiIiCkm0W8a3kkwN3BiSEVEyYUhGREREREREIfkryeIYkqWoIVm7ywtFUeJ2XCKiWDAkIyIiIiIiopBausRMsni2W6rH8soKXF45bsclIooFQzIiIiIiIiIKqaVTa7eMYyVZusMfuLHlkoiSBUMyIiIiIiIiCslfSRa/kMxqkZDmUIf3tzMkI6Ik0S8h2dKlSzFixAikpKRg5syZWL16dciPffXVV3HBBRegsLAQWVlZmDt3Lt55553+OE0iIiIiIiLqoS+2WwL+lsvWLoZkRJQc+jwkW7ZsGe6++27cf//92Lx5M+bPn4+LL74Y5eXlQT9+1apVuOCCC7B8+XJs2rQJ5557Li677DJs3ry5r0+ViIiIiIiIeuiLSjIAyHT6h/cTESWDPg/JHn74Ydx2221YtGgRJkyYgCVLlqCkpASPPvpo0I9fsmQJ7r33XsyePRtjxozBr3/9a4wZMwZvvPFGX58qERERERER9dAXM8kAfyVZu5shGRElhz4NydxuNzZt2oSFCxd2e/vChQuxdu1aQ8eQZRmtra3Iy8sL+n6Xy4WWlpZu/4iIiIiIiCg++mK7JQBksN2SiJJMn4ZkdXV18Pl8KC4u7vb24uJiVFVVGTrGH/7wB7S3t+Oqq64K+v4HH3wQ2dnZ+r+SkpKYz5uIiIiIiIhUekjWV5VkLl9cj0tEFK1+GdwvSVK3/1YUpdfbgnnxxRfxs5/9DMuWLUNRUVHQj7nvvvvQ3Nys/zt27FhczpmIiIiIiIgC2i3jPZNMq0xrc3nielwiomjFt162h4KCAlit1l5VYzU1Nb2qy3patmwZbrvtNrz00ks4//zzQ36c0+mE0+mMy/kSERERERGRnywraO3qq+2WVgBAGyvJiChJ9GklmcPhwMyZM7FixYpub1+xYgXmzZsX8vNefPFF3HzzzXjhhRfw+c9/vi9PkYiIiIiIiEJod3shK+r/j3clmWi3bONMMiJKEn1aSQYAixcvxg033IBZs2Zh7ty5eOKJJ1BeXo477rgDgNouWVFRgeeffx6AGpDdeOONeOSRR3DGGWfoVWipqanIzs7u69MlIiIiIiIiTYsWYDlsFqTYrXE9dqY+k4whGRElhz4Pya6++mrU19fjgQceQGVlJSZNmoTly5ejrKwMAFBZWYny8nL94x9//HF4vV7cdddduOuuu/S333TTTXj22Wf7+nSJiIiIiIhI09IpNlvGt4oMCKgkczMkI6Lk0OchGQDceeeduPPOO4O+r2fwtXLlyr4/ISIiIiIiIopID8niPI8MADLYbklESaZftlsSERERERHRwCPaLfuikiyD7ZZElGQYkhEREREREVFQ/kqyPmy3ZEhGREmCIRkREREREREF1dIlZpL1QbtlCkMyIkouDMmIiIiIiIgoqJZOrd2yDyrJ2G5JRMmGIRkREREREREF5a8k67uQjJVkRJQsGJIRERERERFRUH253VLMJPP4FLi8vrgfn4jILIZkREREREREFFR/VJIBQFsXq8mIKPEYkhEREREREVFQfTmTzGqRkGq3AgDaXawkI6LEY0hGREREREREQfXldkvA33LZ6vL0yfGJiMxgSEZERERERERBNWszyTL7oN1SPa7YcMlKMiJKPIZkREREREREFFRThxqS5aU7+uT46U7RbsmZZESUeAzJiIiIiIiIqBeX14c2LbzKS+ubkCxDb7dkSEZEiceQjIiIiIiIiHoRVWRWi6S3RcabCMlYSUZEyYAhGREREREREfXS0O4GAOSm2WGxSH3yNURI1tbFkIyIEo8hGREREREREfXSqIdkfdNqCfi3W7axkoyIkgBDMiIiIiIiIuqloUMLyfpoaD8QUEnGkIyIkgBDMiIiIiIiIupFVJL11dB+gDPJiCi5MCQjIiIiIiKiXhra1cH9eRlstySiUwNDMiIiIiIiIuqlod0FoI8ryVIYkhFR8mBIRkRERERERL00dKiVZP0yk4zbLYkoCTAkIyIiIiIiol70mWTp9j77GpmsJCOiJMKQjIiIiIiIiHpp0EKy3D5st8xMUQO4VlaSEVESYEhGREREREREvTR2iEqyvgvJsrRKspZOT599DSIioxiSERERERERUTeKovRLJVlWqlZJ5vLCJyt99nWIiIxgSEZERERERETddHp8cHllAH1bSSZmkgGcS0ZEiceQjIiIiIiIiLoRVWQOmwVpDmuffR2nzQqnTb0sZcslESUaQzIiIiIiIiLqprFdDazy0hyQJKlPv5ZouWzpYkhGRInFkIyIiIiIiIi6adCG9uf2YaulIFouueGSiBKNIRkRERERERF109guNlva+/xrZaVolWRstySiBGNIRkRERERERN30x2ZLwd9uyUoyIkoshmRERERERETUTWOHqCTrz3ZLVpIRUWIxJCMiIiIiIqJu+rWSTG+3ZCUZESUWQzIiIiIiIiLqpj8rybJSWUlGRMmBIRkRERElrb+vO4I1++sSfRpERKccvZKsP0IyUUnGkIyIEowhGRERESWlHRXN+PHrO7Ho+Q2obO5M9OkQEZ1SGtvVwCq/X0IytZKM7ZZElGgMyYiIiCgpHaxtAwB0eWT84d19CT4bIqJTS71WSZaTZu/zryW2W7a6WElGRInFkIyIiIiS0vFGf/XYK58dx64TLQk8GyKiU4fXJ6Oh3QUAKMx09vnXy2QlGRElCYZkRERElJTK6zsAAHarBEUBfvfOngSfERHRqaGuzQ1ZAawWCQXpfR+ScSYZESULhmRERESUlI41qiHZrWeNAACsPVAPRVESeUpERKeEqpYuAEBRphMWi9TnX09vt+xiJRkRJRZDMiIiIkpK5Q1qSDZ/dCEAwO2T0cILKCKiPlfVrIZkxVkp/fL1/O2WHr4YQkQJxZCMiIiIko7HJ6NSu0gbU5yhbz6rbe1K5GkREZ0SalpFSNb3rZaAv93SKyvo9Pj65WsSEQXDkIyIiIji4tGVBzHjFyviMmC/sqkLPlmBw2ZBYYYTRVo1Q02rK+ZjExFReKKSbFA/VZKlOaywam2dbLkkokRiSEZEREQx21zeiIfe2YOGdjdW7KqO+XhiHllJbiosFgmFGWo1Qy1DMiKiPlfdoj7WFvVTSCZJUreWSyKiRGFIRkRERDHp8vjw/Ze3QdbGyBysbYv5mGIeWUleGgCgMJMhGRFRf6lu6d9KMoAbLokoOTAkIyIiopg89tFBHKhpg6QtQItHSHZMC8lKe4ZkbQzJiIj6mh6SZfdfSKZXkrHdkogSiCEZERERxWTl3loAwO0LRgEADtW2Q5Zj206mV5LlspKMiKi/VbX07+B+IKCSjO2WRJRA/RKSLV26FCNGjEBKSgpmzpyJ1atXh/zYyspKXHfddRg3bhwsFgvuvvvu/jhFIiIiitLxxk4AwEWTBsFuldDp8aGyJbYtlMe0Y+rtlpxJRkTULzrcXn14fnF/tlumqpVkHNxPRInU5yHZsmXLcPfdd+P+++/H5s2bMX/+fFx88cUoLy8P+vEulwuFhYW4//77MXXq1L4+PSIiIopBl8eHOq0Fcnh+Gsry0wEAB2tia7k8ps8kSwXASjI6uRyoacMnh+oTfRpEQYmh/WkOKzKctn77upmcSUZESaDPQ7KHH34Yt912GxYtWoQJEyZgyZIlKCkpwaOPPhr044cPH45HHnkEN954I7KzsyMe3+VyoaWlpds/IiIi6h8VTWrFV4bThuxUO0YVaiFZDHPJ2lxeNLS7AfQe3F/HmWQ0wCmKgpueXo9rnvgEa/bXJfp0iHoJHNoviWGT/cDfbslKMiJKnD4NydxuNzZt2oSFCxd2e/vChQuxdu3auHyNBx98ENnZ2fq/kpKSuByXiIiIIhOtlkNzUiFJEkYVZgCILSQTVWS5aXb9okmEZPXtbnh9ciynTJRQVS1derj88zd28v5MSUeEZEX9OI8MCGy3ZCUZESVOn4ZkdXV18Pl8KC4u7vb24uJiVFVVxeVr3HfffWhubtb/HTt2LC7HJSIiosgqtJBsWK7aFqmHZDXtUR+zRmupDJyFk5vmgNUiQVGgV5kRDUQ7KvxdD/tr2vCPT44m8GyIegusJOtP/nZLVpIRUeL0y+D+nmW6iqLErXTX6XQiKyur2z8iIiLqH8cb1aovPSQrir2SrKlDDcFy0xz626wWCfnp6n/XcC4ZDWA7KpoBqJWSAPDwin2cwURJpaq59wsV/SErRa0k43ZLIkqkPg3JCgoKYLVae1WN1dTU9KouIyIiooFHtI0N1UKykdpMsppWV9QX/s3aBVKOFiIIHN5PJ4OdJ9RKsrvOHY2hOalo6fJi67GmxJ4UUQBRSdbvIVmq+pjPdksiSqQ+DckcDgdmzpyJFStWdHv7ihUrMG/evL780kRERNQPjuvtluqA/awUO4q0MOtQbXQtl80dDMno5LXzhFpJNrUkB2OL1cpL0bZMlAwSFpJp7ZbNrCQjogTq852+ixcvxg033IBZs2Zh7ty5eOKJJ1BeXo477rgDgDpTrKKiAs8//7z+OVu2bAEAtLW1oba2Flu2bIHD4cBpp53W16dLREREJoh2y6E5qfrbRhVmoKbVhYM1bZhWkmP6mE3aBZKoKhAKM7SQjBsuaYCqa3OhsrkLkgRMGJylV2CKisxYKYoCWVHbk4miVSVmkmX37+D+7FQRknEmGRElTp+HZFdffTXq6+vxwAMPoLKyEpMmTcLy5ctRVlYGAKisrER5eXm3z5k+fbr+/zdt2oQXXngBZWVlOHLkSF+fLhERERnk8vr0+WBiJhkAlOalYd2h+qgv/JtEJVmqo9vbWUlGA51otRxRkI4Mp02vwDweYyXZzhPNWPTcRtS0uqAoCu67eAK+tmBkzOdLpx5FUVDToj7GFmX2byWZqB5u7nTHdYY1EZEZfR6SAcCdd96JO++8M+j7nn322V5vUxSlj8+IiIiIYlXZ1AVFAVLtVuSl+wOtvAz1/zd2RLeFsrlT/Ty2W9LJRgztnzQkG4A/XBYVmdF6a3sVKpu79P/+79YTDMkoKo0dHrh9MgCgKKt/K8nEY77Hp6DT40Oao18uVYmIuumX7ZZERER08hHVL0NzU7u94i+2UDa2RxeS+SvJGJLF6lhDB1xeX6JPgzRiHtnEIeo2dtGmHOtMsgM16jbZq2eVAAD217TCJ/NFZzJPzCPLS3fAabP269dOtVtht6p/S8TfASKi/saQjIiIiKJS0aRWvwS2WgJAbpoaktVHGZKJoc3ZPSvJOJPMlO3HmzH/dx/i689vYpV+kthRobZbThoqKsnUdsuqli64vXLUxz1Qq4ZkF00aBKfNgi6PjGMNsVWnLXpuIy54+CN9kQadGqoSNLQfACRJQrbWZs+QjIgShSEZERERRUWvJMvpHpKJ1sto2y3F4P7sEJVkNS1dvT6Helt/pAEA8NG+WqzcV5vgsyGvT8Yxra1yjLbVsiDDAafNAlkBqpqju197fDKO1KmbZMcOytSPvbe6NepzPdbQgfd2V2N/TRse/ehg1MehgUc8vg7q51ZLQbRcNnVG9/eDiChWDMmIiIgoKqJFTFTDCLl6u6X5SgBFUfTKlZy07oP7RfjW7vbFVHVzqjikVRcBwG/f2gOZ7XcJVdfmhqIANouEgnQ1gJAkSd9wGe1csqP1HfDKCtIcVgzJTsHY4kwAwN6q6EOy1fvr9P//zMeHow7waOCpalYrdRNRSQb42+xbOllJRkSJwZCMiIhoAPD4Ym+firfjTf6ZZIHytHCrIYp2y06PTx8a3XMmWWaK/79bungBFclhrboIAPZUteL1rRUJPBsSs54KM52wWPwz/PQNl1FugxXzyEYVZkCSJIwTIVkMlWSr96uVhxYJcHll/OmD/VEfiwaW6tbEtVsC/gpitlsSUaIwJCMiIhoAHnlvP+b/7kO8uL480aeiEwP0izO7t+XkpqsXOZ0eHzrd5obGiwsju1VCmqP70GirRUKmU912xiqDyERIdv6EYgDAc2uPJvJ0Tnk12u9LUY/fF/+Gy+hCsoNaxeDoIrXNctwgNSTbF2Ulmdcn4+MDaiXZfRdPAAAs23CMbc6niOrmBIdkerslH+OJKDEYkhEREQ0A7+2uBgA89M5etCZJFVWddtFf0OOiP8Np0zeUmZ1Lpg/tT3V025gpZIlWnC6v6fM9lXS4vajULnZvOXM4AKAiykolig9RSVbUI3wQM/2ibbcUlWQ9Q7LDde1RbTbdVtGMli4vslJsuPWsERhTlAGfrGBXZUtU50cDi6gkG5SdoJlkHNxPRAnGkIyIiCjJtbm82Ke1TjW0u/FYEgzS7vL40OpSg6qCjO4XU5Ik6RsuzbZciguj7FRb0PeLkKw5xioDRVHg9Z28c81EFVlumh1jtPCkvs0FH+eSJUykSrKKKCvJAtstAWBQVgoyU2zwykq3lluj1mjzyM4cXQCrRcKIgnQA0JcD0MlNzCQrykzQTLK0+DzGExFFiyEZERFRktt2rAmyAr0668nVh1HZnNiqoLo29ULKYbUgK6V3oBXthstmbaNZz6H9gvha0bZbNnW48ch7+3HO71di7I/ewmfljVEdJ9mJcGREQTryM5ywSICsAPXtrgSf2alLtCv2bGPTZ5JFEZLJstKr3bLbXLIoWi7FPLL5YwoBwB+S1SfXTESKP49P1h8jBmUndiZZM7dbElGCMCQjIiJKcpuPNQEAFk4chFlluXB5Zbyy6XhCz6muTb2AKcgI3hYZayVZz6H9gr/dMrqQ7Ef/2YE/vrcPR+s7ICvAyr21UR0n2R2uVUOykYUZsFok5GnbFGta4hOS/Wt9OW56ej0XKJgQqpKsRKskq2rpMl3dWNnShQ63DzaLhLJ8/5bZsYOiC8ncXhmby5sAAGeNLgAADNdDMlaSnexqW11QtBdk8kK8UNHXRCUZ2y2JKFEYkhERESW5zVq104zSXJw7vggAcLgutqoOl9eHG576FN9/aSvcXvNth7Uh5pEJeiWZ2ZBMzCRLCx6SZcfYbinaVicMzgKAuG4M3XS0EeVJUm0TWEkG+IOZ2rbYQzJZVvC7d/bio321eG9XdczHA9T213d3VuH93dWoj8M5JqPqEJVkBRlOOKwW+GQFVSaH44tWy+EF6bBb/U/rx4vh/SY3XJ5o6oRXVpBit6AkTw3vhuez3fJUIe5/RZkp3Taw9idutySiRAs+8IOIiIiSgqIo+Eyr7JhemqPPLYo13Nl4pBGrtdlDrV1e/Pm66d0usiMR7ZY955EJIiQzW0kmwi8xvLmnrBStkqzT/OB+RVH0lrZLpwzG7soWHI1TdcyOimZ85bG1GJKdilX3ngtrgi4whUNaoDFShGRZTuyqBGrjUEm280SLfrvuNRnChLLuUD2+/vdN+n9/fcFI/PCSCXE5drIQlWSFPYJli0XC0NxUHK5rx/HGTr390oiDYmi/No9MKNOCrWMN5lo4j2nLA4blpukVosML0rT3dcLjk009TtDAUqMvl0jM0H7A32rPmWRElCj8K0dERJTEyhs60NDuhsNqwcQhWSjJS9PfHostWgsnALy9swo/em2Hqc/XN1tmBA+zckVIZnImmX9wf6h2S20mWRRtfk0dHnS41W1/Z4zMAxD7z1H414ZyKIq6QXLjkYa4HDNaiqLgkDanakShGpYUZsSvkmzVfn+L6v7qtpiPBwB7KtWwTczd+++WE3E5brLw+mQ9WO5ZSQb4g7M6k7ePmE0oqr6EIdo8qRMmZxeK34fSPH9QV5yZghS7WukW7XIBGhiqtI24g4LcR/tLTpyWsxARRYshGRERURIT84EmDs2C02bVL16rWrrQ5fFFfdxtx9XjnjNOHc79703H0OE2Xp0VsZJMa5dsbDd3oeMf3B//dktRRVaU6cQYbbB5XZsbbS7zVWmBujw+vB4Q6vxvW2VUx/H6ZLTGYcZXQ7sbLV1eSJK/VU5UhtSYbOcL5qN9/pAsmsHwwYgKpsunDQUQ+/0bAD7cU4MH39od83Hiob7dDUUBrBYJ+em9g2URNte3mQuVa1uDbyIcnKOGZq1dXlP3b1F5JuakAWqlm7gfHeZcspNadWvoILe/iMf4NpcXnpN4AzERJS+GZERERElMbF+cXpILAMhNsyPDqVZTRbMNT9h6rBkAcOc5o5GX7oCiAAdrjF8Ai8H9PVvHhNwo2y31wf0hQjJ/u2U0IZloJUtFVoodudrXiLV19Z2dVWjt8upVUG/tqIRPVkwfZ/G/t2L2r97DrhMtMZ2PmEc2JDsVKXYrAH8lmWj5i1aby4vPjvo3glY0dcYl2BP35anDsgPu37HdLve/th2Pf3QIz687EuvpxUzMIyvMcAad9ZSvLVYwO48tVAtnhtOGTG0TbGWT8ccJ8btQkte95ZNzyU4N1c3B5+b1p6yAKmJWkxFRIjAkIyIiSmIHtba504aog+YlSdIvYKMNd6qau1DV0gWLBEwamoUxReo8IzNDvmsNziRrjHu7pdhuab76SwQxYuaTqMo7GuOw/Ze1TaNfmz8S2al21LW58enhelPHqGtz4X/bTqDLI+PxVQdjOh/x/YhZUgBQpF301sYYkq07WA+vrKAsPw3FWnXa/prYWy7FfXlYXlpcWoormztxQrvgf/yjQ6aqJPuC2CoaatZTvlZJVmcyVK4NEZIBakgKQP85GCEq+nqGZGXafYkh2cmtulWEZImbSWa1SMjSAl4O7yeiRGBIRkRElMQqtQvcITn+V/ZLtflD0YYIW7VWy7HFmUhz2DBWaz3cV2M8JIvUbpmbFuPg/rTgs85EeBZrJRkAlGrVMeUN0V/4VzZ3Ys0BdQHCtXNKcdHEQQCAN022XL61owqi+OzNbZX6bKBoiNsmsAVPbLeMtZJsldZquWBMof9+E2PLpaL4Z12V5KaiLA7h5RatTRlQWx3/8cnRmM4xViJ86NkWKeRnRFdJJsLqoCGZ9phhppIs2EwyABghKsmSZHsr9Y1kmEkGcHg/ESUWQzIiIqIkpSiKftEyONs/I6g0xkqbrdrQ/mklOQCAMcVqJZmZIex1egVL8DArsJJMUYy3HoqLooiD+2OYSSYqyeIRxuysaIGiABMGq0sVLp06GADwzs5qU9/3m9vUmWY2iwSvrMTUIiiCybyA2VciRKltdZk6r542aEsJzhxdgHFaSBbrhsvmTg9atblZw3LTUJofeyWZWEwhKmISXU0WqZKsUFSSmZhJ5vL69EqboiAhmZhLZrSSrLXLox+vV7tlgQjJWEl2MhP30+LsxIZk/tmT5l5kISKKB4ZkRERESaqly6tvYwx8ZT/mkEyrJJsyLAcAMKZIDTv2G6wkc3l9ertjpEoyj08xPDjc45P1j80JFZKl+Af3mw17REg2VFSSxaGtr0Kr0hHVfbOH50GS1Gouo4FHTUsXPj2shk8/vGQCAOCF9eXodEc3cL4+TEjW6fHFtKhAzNYaUZCOsYO0SrIYQzJxuxRkOJFi9y+niGVWnFh4sfiCsRiWm4r6djfW7K+L6TxjUSPa2OJYSSbuX3arFDRUFhsujVaSiaH9eekOfS6cMEILyY43dnKY+kmq3eXVw+pEziQD/DMp2W5JRInAkIyIiChJiSqynDQ7Uh1W/e2xzCSTZQXbtKH9U0uyAQBjtUqyYw2dhqpt6iNcnANAqsOKVG1ovNENl4GtNVkhjiu+nldW0Glia6GiKEHaLWMPyU5oAcQQrWonMOTZbzA8Wr69EooCTC/NwU3zhqMkLxVNHR58tK8mqnMKVkmW5rDpwUe0c8m8PhmN2kVrfobDX0lWFdtMMv+w+O7hZbQVfh6fjG0VTQCAmWV5esVkLLdzrCLOJEs3v91Sn0eW4YQk9V4GIKpPKw1WkomfT+BmS6Eo04lUuxU+WYl50QUlJxGAZzhtvULS/iYe5xmSEVEiMCQjIiLqA//89Cj+veEYvDFUXVQ2qwFMz/kwgYPNzVZTHa5vR6vLixS7RZ8plZ/h1C/SDxgYwi5mXuWnB784F0RI02BweL+4IMpKscEaZAMgAKQ5rPr7WjqNV0Q1dXjQrlVmDdUCrTItJKto7Iz6djquhWTimEBgZZ6x8Gj5jioAwOcnD4bVImFmqbrJ9HBddGFEsEoyIPa5ZOJ2lCS1UlC06da1uUzP0grUqw02P/r7NwDsrWpFl0dGVooNIwvS9ePGsg02VpEGootKslaXF10Gw189JAtR9TNYm0l2otnY9308xNB+QCwMUe/jFSZmnNHAUaWFZKGC3P6kV5JxJhkRJQBDMiIiojg7UteO+1/bgXtf2YbL/vKxPh/JLP88su4XwUNzUiFJQIfbZ3owvqgWGZ6fDrvV/zRABB77DMwl04f2h5hHJuSmqxc6De3GApRIQ/sB9WLdP6/G+AWUCEgKM9WWPkBtfXPYLPDKCk40RTcoXwyc7xaSFRvfFirLCrYfVyv7zhlXBCCgUrAxupBM/Lzze4RkBQFzyaI7rnpfy01zwGqRkOaw6VVfRu43oegbFbUKpiE5qbBIgMsrRxXobRYz90pzYbH4w51EVkBVi0qyEO2WWSk22K1q+Gv0d1q0cBaGaHkW2y0rm7oMhY16JVmQkAzwt+DFslSCkpeoJEv00H4gtgUtRESxYkhGRDSAdbi9+PfGYzHNGOovDe1uvPBpORpNhjoD0baKZv3/765swa3Pbohqjo9okxqU3b39KcVu1S9kzLaQVTaJbZndjymqyoy0CNa1qrdhqHlkQl66+v4Gw+2W6nFDtXAKWSna8P4uMyFZ91ZLAGqAkhvbplDRbjk04LiifdVIJdnxxk50enxw2CwYrlVQxdJOCwANbX1TSSZaAQPDt+H6rKroAyjxfYqKL7vVot8/o7ldNpc3AvAvpijJjS10jJVPVvRKu2AD9gE1/M1PF3PJjD1G6pVkIY45SAvXOz0+Q4HysRCbLfXjaY85sW5IpeQkgtxEzyMDgJxU9TGmyWAVMhFRPDEkIyIawH7wynbc+/I2/OCVbXE/tk9W4JOj34IXaNvxJlz25zX44Wvb8cj7++NyzGS284Qakl06ZTAynDY0tLtxpM78VrhQlWRA95ZLM0QLZ89jjik2PoS9VlSSRQrJtJYZo8GoaJ+MGJJFUWXQs6VPKMtXQ56jDeZvH5fXpwcGQdstq1sjVvCIzZCjCzNg0yr79FAnioCoy+PT20pF6CKIKqZoK8mCtXHmxWHAtrhtRMUXENByGcVcMrG9dboWkolg9HhjZ0ybPaPV0O6GrKhtqj2Dy0D5YsOlwcrLSCFZit2qB5pGWiT9M8lYSXYqErdrMoRk2Wy3JKIEYkhGRDRArdlfhze2ngAAvLmtEpuONsbt2F6fjC/8ZQ3O/f3KmKvUPj1Uj688tk6/SFt3sD4ep5jUdp1oAQDMG1Wgt97tjWIDYKVofwkSkumbGU2GCKI6rVclWZHx6idxcR4pJBNtk40GqwFEZVhmSvih0dG1W/auJAP8YWF1FBf+4qIyxW7pFn6MKsyAJAGNHR49WApFhJLjtE2RALrNfjIbVItWPZtFQlZq959joV5JFl3IUR8kHBW3sdG5cz2pCxV6B5j68H6TQWHg8UYVqvfpobnRtyfHQ70WeuWmOfQgNBj/hkuj7Zbhq9MA/1yyygjtxIE/t1CVZMXid6WFIdnJqCbC3Lz+lMPB/USUQAzJiIgGIJfXh5+8vgOAv/Xs18t3x61K4t1d1dh5ogXlDR14bXNFTMd6YX053F4Zc0bkAVDDomRruex0+/DhnpqoWiJ7UhQFO7WQbOKQLIwtEhVa5mc2VYWo+gL8IVelyQvWUMsARCXZ8cZOdLrDDw7XZ5JlhJ9JZjbMEpVhWSmR2i1jqSTrHpLlm1wuEEjMIxuSk9ptgUGqw6pX40SqzNtbpb5ftLsC6lZCm0WCx6eYDiT0uWHpjl5LFYpinEmmt1sG3O4iHIy2Laq+3Y1Ojw+SBAzJ8d8nS/PUCj+z1XTNnR64vOrvsRhA7rRZUaxV0R1LwPB+f3ty+N8X8f46g0sQIlWSAYEbLsN/37VtLri8MiySP1jrqVj7OgzJTk4i9E+mmWRmXgghIooXhmRERAPQ39cdxaG6dhRmOvHqnfOQardi09FGvLOzKi7Hf/bjI/r/f37tkZjCtx3afK5vnDMKowrVC9+Ncax6i5XHJ+OWZ9fjlmc3dPu+o1XV0oWGdjesFgnjBmXqlWRGZn31VBmm3TLawEM/Zo8L4dw0OzKcauAaqTVLXMSHuzgHzF/otHapVYs9K6B6Eu9v6TJe5Si2C/b8WeobOKMIboNtthTEXLJI20L9lWQZ+tusFkmfcWY2JBKVaz2H9gP+2yue7Za5aWI5Q3Qhmfj+ijNT4LRZ9bfrlWT15tpgxYa+3DS7vqAB8IejiRjeX68vUgj/+1KgV5LFLyQbki02XIYPtsTiiuKslG4LPQIN0ivJOJPsZKQvl0iCkCw33VwVMhFRPDEkIyIagN7dVQ0A+Oa5ozG6KBM3nzkcAPBfrf0yFjsqmrH+SANsFgmpdiv217Thk0MNUR2r3eXFIW0W16Qh2ZgzIh8AsP5w8rRcPrh8j/79vbWjMubj7axQq8hGF2YgxW7VK4TMtlu2u7x6aNRzcD8QXeChKIredjW4xzElSQqY3RQ+SKhrMza433QlWZfBSrIoqgz8w+y7n3NuDCHZiTAh2eiiyDPePD4ZB2vVEC2wkgzwz4UyO3NObLYMNvsqL8YLTxHe5Afc7v6L2egqPkQg27PCT7Scmt06WhlirpKY4Xc8AZVkentyhFBZBJtG2i0VRdFnA4ZvtxQbLsN/3+K+3LMNO5D4mda2ueI2r5KSgywrertlsPb+/partXE3d3rgjUOFNxGRGQzJiIgiUBQF6w83oMsTvgWtv3S6ffr2trPHFgIA5o1Sw6fdlearlXp6bu0RAMAlkwfjihlDAQDPrzsS1bF2V7ZAUdQZJ4WZTpyutVyuPxxd6BZvb26rxNMfH9b/e/OxpphnFgW2WgL+WVNH6zvg8hq/D4mKmAynTa/wChRNJVlLpxed2v04WHVa4IDzcES7VaQBz9kmB+yLwf1ZEbdbmm+3FO2UeWndw6N8fQNn9O2W4SrJ9odpsz1S1w6PT0G6w9rrGCIkMtseKDaJBgvJ/LdHdHMGRSVZQbdKMi0ki/L3Rvzce1ZD6VVV7S5TlazVIaovxRbTRGy4DFfdF0iEj3UGfpYtnV64tbbScGG1CL0iV5JFDskKMpywSN23ddLJobHDDY9P/T0rjPDiR38QFaqKwpZLIup/DMmIiCJ4cvVhXPX4OtzyzIakeEVz49EGeHwKhmSn6BvgJgxWA5kj9e1oj2HQfpfHh9e1arSb5g3HjXOHA1Ar16IJEfyBUTYA6HPJdpxoiXkhQDy8uL4cAPD1BSMxYXAWFAVYubcmpmOKzZanaSFZUaYTWSk2+GQFh2qNt47p82FCvKofWElmNEQ4oc0lykt3dGtFE8Tg9HAhWYfbX+EWacCz2FBmupIsYrulvdvHR9Lh9qLLo/7u5vWYC5WbLtoFzV+IiZ9nsGBBVIaFW4QgqgvHFGf2mh+mVz5FWUkWLJAR4WKnx6cHLOaOHazdMrZKskbt556T1j0YFXPPPD7F1EVyVYhlF8Ni2BgaqzoDbZGA/3s2EkDVtqnfZ1aKLejvsiDaLSPNJKvQQ7LQwbfVIunfQxXnkp1UxO1ZkOGAw5b4y0Ob1aKH+my5JKL+lvhHQSKiJNbU4cafP9gPAFh3qB6/fXtPgs8IWKtth5w3ukC/sC7IcKI4ywlFAfZURV9Ndqi2HW6vjOxUO2aU5mDcoEyMKEiHT1b0jY1miHlkk7TAaEhOKoblpsInK/gswXPJZFnB1mNNAIDLpw3BeeOLAAAf7Ik1JOseDEqSpAcmkYa4Bwo3jwzwX3C7fbLhECHSYGZRSRZuJpmYW5PmsAatcAskLnKa4jy432wbp2hfc9gsSHd0DxREJVljhxuyyRYyvZIst3dIJjZcNrS7Q4YeYpnDuB6tlkAs7ZbB20oBICNga2irwYAxUF3Qdkuxhc4d1ezCpk71fHN6VPg5bVZ9KYnRQfZA6CrHYWJjaALaLY1WkhWkG99uWWMweBPtllXNXWHv3+FahwOJxw7OJTu51Ih5ZJmJb7UU/PMiWUlGRP2LIRkRJczeqlb89u09uPwva/BGHGZp9YVHVx5ES5dXvxD52+rDeGt77HOrYrH2QB0Af4ulIKrJdlWaD7MEMR9pdFGGHsCNKdLaxmrMh287RGA0NFt/25wkabk8VNeGVpcXqXYrxhVn4lwtJFu1rzbqLZfNHR49YBKVZAAwdpD5kKwqxBZKwWmz6mGR0ZZLf+VT+JAs3EyywBCiZ/VTT4HtlkYCqJYuo+2W2uB+g22DjQGtlj3PWYQ8PlkxXJkGqCGrmJcVLFjovuEyeDXZPrHZclCQkEyrJDPbHigClp4Vc4BaCZTpNL/0AADcXlmvIAzc0igqybyygtYoqkObtAq03LTet3mBXi1pvJIkVBBcElAlaTYMjZV/G6zBSjIDLabidz5SqFGcqbZIenwK6tpDP06I+/KQIPMPA4mh7qwkO7mEqsBMpFiXghARRYshGRElxLs7q3DRI6vw6MqD2Hq8GT9+fUdUlQ196URTJ57R5nP97stTcPuCkQCAJ1YfivnYxxs7sGZ/nT4o16jmTg+2a9VZc3uEZKdpIdnuOIRkYgslgIAqqPBb+npyeX36RsdJASHZ1GE52vFin58Wi83lTQCAyUOzYbNaMK0kB3npDrR0ebEpyiq3Q3Xqz2hQVooeEAHAWC1oNPMzjFRJBvirSGoMhmRiaH+oCyEj7Zb+kCzy3BrxM5AVoM0dOUARlWSZKfFttwy2lVFw2vwVcWYuxuraXXD7ZFik0D/PSAGzaLcMVkkmtjtWt7hMzUNsiFC1lGVyTlzP41otUrdKvxS7Falau19TFBUfTVqAmZPa+3xFZZWZSrIqrSKmuMdtMjg7BVaLBLdPNvz7Ei8iuMwPElwGEvdPj0+JGAAb2WwJqG1rIkirDLMEwchMMiCgkizCjDMaWIzOmexPsS4aISKKFkMyIup3iqLgkff3Q1GAM0bmoSQvFU0dHn1gfKze3VmFZz8+HFXrT6B/bTgGt1fGnBF5OGdcIW6YWwYA2Ha8OaZ5Wh1uL77417W4/qlPMedX7+PCP64y3Da2/nADZAUYWZDeazuhXkkWRVukcFCbmTWqMEN/2xh9ALm5UGtfVRu8soKcNLs+FweIfiB5vG3RWi2nleYAUC/+xSKEj7VqPbPEhcbgHpVa0bRb+meShb5oNTu83x+8BT+mqIiqbQ0dzJi5mEqxW/X5Ns0RZlYpimJ4u6XZdksxVD5USJEXxYZL0bZXnJUCuzX406kxYi5ZkHC03eXFkXr1921ckEqy3DS73hoarv21p2BzwwKJANJM1RzgD6ry0h2wWHpU44mKjyguZsUss54zyQCgINP4jC5B/x3sEZLZrBb9bZG2t8ZT4BbKSJVkKXarfvuEq/oCjIdkgP/xKNRcsi6PTw+SI7VbinC8mpVkJxUzL370F1GlykoyIupvDMkGgFgv9ImSzcajjdh5ogVOmwWPfnUm7lk4DgDwxKpDpi/cevrfthO4/R+b8LM3duG1zRUxHWuD1g74xWlDIUkShuWmoTQvDT5Z0d8XjZc3HUddmwsOqwWSpFaT/OOTo4Y+d+1BrdVydH6v94n2vj1VLfBF2U50sEZUkgWEZEX+gMfM49GOE2IeWXa3Fje97amhI6bHN69PxrVPfIIrln4cVWi59XgTAGBaSY7+NrGR8nCd8QH7gUJVf4l2uvKGDsNVQdWtkS9a/JVkxi5YKyO0W+YYCGbELCKjFQc5BgMtl1fWt6sZ3W7Z5vIaap0TF1m5acGDo9woQjLxcwjXnjRGryDsHY7uqWqFoqhBZ7CgQ5IkveXSzFyySPOvsqLccBmuQi03hooPcb/oOZMM8IdKdQZmdAFq2CPOM1ibspGZe/HW5jK2hVLQt3pG+J5r9HbLyMcULZQnQlSSiSqydIc14tKMYrZbnpQizatMBNEyzpCMKHHMVLKfTBiSDQDPfHwEi57bgPWHGxiY0Unh2Y+PAAC+NH0octMduHTKEIwuykBLlxfPrDkS9XHXHqzD4mVbIX5Nfr18T9Shm8cn65VGs4bn6m8Xc8BEWGWWT1bw1JrDAIAfXToBD181FQDw9JrDhv4QrT2gDe0fVdDrfcPz05Fqt6LLI+sVKmbIsqK3C44q8odkIwvTYZHUGUZm2pTElseJAbO5AH9LX6vLa/pCPdDKvbVYd6gen5U34Sf/2WHqc7s8PuypVIOLqQEhWTShRKCqEFVW+ekOpDusUBT/BWkkRgYpm60k818IBa8WEWEwELrl0mxbTrbB9j7xfouEXsP1exIX8ooCQ3OwwrVbAv7gx8zFWL2+RTJ0SCEqCA8E2XApZgee1uP3I5AIdYzeZzwBSxxCfa8iYDT72Kh/v0Gq8fQNl1FczIpgLehMsgxz7Zbid8Zps3RrdxbEfdbo70s8iIAv3WFFaoT7NeC/L0b6nk1VkkXYcKnPI8tJjThnUPwMazi4/6Ri9sWP/pAXw+MK0alq09EGfGnpx5j5ixUYe/9buOGpT/UlWmZ4fTJ+vXw3vvLY2lMyKGNIluRkWcHTHx/Ge7trcNXj63DFo2tRXt//68uJ4uVEUyfe3lkFALj5zOEA1Da3b547GgDw363RVX95fTK+/eIWuH0yLpo4CCML0lHX5sKSFfujOt7uyhZ0enzISrFhdEBV1Vw9JKuP6rgrdlXhaH0HslPt+MrMYbh0yhAMzUlFfbsbL208FvZza1td+gyjM0b2riSzWiS9bSualssTzZ3o8siwWyWUBGzrS7FbMTxfnVFmpl3wSJ36WBUYuAHqQHNx8Wt2KHmgF9aX6///1c0VePWz44Y/d0dFM7yygsJMZ7dW0LL8GEOyEJVkkiTpW+ZCVXME8smKHuwUGaoki3zBqihKxMH9QOTh/Wbbcoy2Ruqtlqn2iBfqTpsVKXb1KYyR2VqNEUIyva3HRCWUqPQpCDNnalSR+ntTH2TDpfgdFbMEgxG3b53BwfUicJKk4JVZgD9gNDuTTJ+rFSQU9FeSmTumT1b0+0V2HEKywOHjwe5D4nj9GZLVB9kIGo7R79lcu6WxSrJI88gAf+UkK8lOLsk4k0yv8OVMMqKIFEV9Ef7qxz/B5vIm1Le74fbJWL2/Dpf+eQ1+/J8dhpdS1bW5cMNT6/HEqkPYUdES89b3gYghWZKzWCQ8d+scXDunFA6bBZvLm3DTM+tZekwD1r83HoNPVjB3ZD7GD/JfHJ47vggWSZ2JFerV7nA2HW1EXZsLOWl2LLlmGn72hYkAgOfWHcGxKAKPjUfUwe0zy3K7zd8RIdmuypaoXt3822q1iuyGM8qQ5rDBbrXg6wELAbxh/oB9ckgN5iYMzgp5sS+qUqLZcCnmkQ3PT4etx4wlMZfMzOD5ow3q8cq06qxA+lyyKMOoiqZOrNyr/tH+ysxhAICfvL7T8PIHfR5ZSU7QVtCmDo/heVeBREgW7EJDXICeMHD/bmh3wycrkKTQbXOAv8rMyEV/c6cHXR455PkJ/pAsPu2WRkOyZq2qMNI8MkF8nJHbKWIlmWjrMdjWBwSGH6FvnzSHTb+v7+9RTbZLr7TM7vV5QqEIddqMBRKBbaVWS/CgMfpKstA/Q1EFZvYxsbXLo1f+BhvcL362tQZvl1CVnEKhycrLePBvtgw/tF8weo5izpmRkEy8EBDqsafCREhWrD3mqI8np151wcnI7ZX13+9kmknGSjIi4x776BB+8b9d8MoKPj9lMJZ/ez7e+s58XD5tCADg758cxc3PrI/4nOlQbRsu/8vHWHeoHukOK5Z+dQYumTy4P76FpMKQbAAYVZiBB6+YjJX3nIOhOak4XNeO257bgE43n5zQwLNiVzUA4IoZQ7u9PTvVjsna1sOPD5iv0hKvcpw7rggpdisWjC3ErLJc+GQFq/bXmj6e2G44a3het7cXZaZgTFEGFAX49LC586xu6cKmo42wSMCN2hIAALhqVgny0h041tCJlXtDn6uoXjtzVO8qMmH8oNCDwiM5EGQemeBvGzNWSebxyXrVQll+eq/3izAq2kqyZevLISvA3JH5+O2Xp2BYbiraXF493IwkMCQLlO606Rez0QR4VfrQ8N4Xm/qFqoHWOTFjLD/d0SuwDGSmkkzcHvnpDqTYQ7d9hWu3VBTFX3EQpg00kPlKsvAzkQQzGy4jbXzMi6JiwT/7K/xFpZjpF7j4wuuTsadK/e9w7ZZmK8lEyBcqDASin0lWHybs0dstTVZ8iMqzdId/wUMg/3wuY6FWdYSNsP7Qsf/bLeNZSeb2yvp9Olw7tiAqyUJttxSPSUPDVJgKWak2vYqTw/tPDuK+ZrNIIec2JgIryehU0NThxtH69phGKn18oA4PvbMHAHDvRePwl2un47QhWZgwOAuPXDMdT900C2kOKz4+UI8rln4csittR0UzrnxsHSqaOjE8Pw3/uevMUzIgAxiSDShDclLx3K2zkZ1qx+byJvxO+2UgGigqmjqx80QLLBLwufFFvd5/ljaMPprNgu9rIVngcc8ao87tWmeyNVJRFGw8qg7mn1mW2+v986JsuRSVYKcNyUJRQKVDqsOqv9Lzny2h203DDe0XSvNEwGE+4DlYK+aR9Q61xujbGY2FbxWNnfDJCpw2S9DB0qJa6ViD+apBn6xgmdaaet3ppbBaJP02+cRgcLlbq7SbNLR3FY+YS2Y2JFMUJezw4yERLlQD1eitVOEvWs3MJKsOaEULRx9uHuQ+1NLphUsbQh6uDTRQltGQTHt/ptNYJZnRWWeAvxIhN1RIFsUWNb39MEKFkL4dNqCS7HBdO1xeGWkOa9BKS6HAZKgTqWIOALKi3G6pB41Bwh5RSdZkst2ySbv4DdUaWhgQGBm5gNDbLU/ySjIxH85mkfTFGOGIgL6mtStotbK/DTtyJZkkSXqlXjXnkp0U6gK2r/bcXJtI4nGssT22hU5EyejtHZW4+vF1mPnL93D2Qytx0ZLVeHL1IcMtkUJlcye+9eJmyApw5cxh+MbZo3qNGzhvQjFeumMuBmen4GBtO7649GOs2V+n/12VZQVPrzmMrzy2FvXtbkwamoWXvzFPf+5/KmJINsCMLsrEI9dMAwA8t/ZIVIP4iBLl/d1qFdnMstygF1pnjlZDrY8P1Jl6RaW8vgMHatpgtUhYMLZQf7sYbv/JoXpTxzve2InqFhdsFglTteq2QGIemNGqJeFTbSPm6SN6h1xfnKZW1r23uzropsbjjR04Wt8Bq0XC7B7VbYECAx6zr0oF22wpjC32b+kzctyjWsBUmpcW9El3SQxh3uG6NlS3uJDmsGLhxGIA/tvkk0ORt452eXw4or2KJirvApVGOby/qcMTNkAaHKHlKZDReUPi/UZan6ojBAhCuEoyEULkpNnDVqMFMl5JprVbGq0kE2GPgYqoSBsf8/pocD/QfTusINqhJwzOCntRajbUiVQxBwRWkpm78KwLU6UWzXZQwB+q5QSZRwYABZnqcbs8MtoNVM+Ha3cGzM84iwf/7DqjlWSRW0zF/cFoqFGQ4YTdKkFWgOog96XAwf1GcMPlyUUPyTKTp4oM8D/WtLm8cHnZPUMnB0VRsOS9fbjjH5/h08MN8MkKbBYJe6tb8cs3d+Nrz29Eh9tYpbcsK1i8bCsa2t2YOCQLv/jipJAzXScOycZ/7joTk4dmo6Hdjeuf+hSX/nkN7v7XZixcsgoP/G8XujwyFowtxItfO8Pw36yTFUOyAeiccUW4bOoQyArww9e2wydz4yUNDKLV8oLTioO+f0ZpLpw2C2paXUG3wYXywR71uLPKcrttNJtako0UuwV1be5e84DCEa2WE4dmB91GNnmYWn20r7rV1BM3UUkWbOj+lGHZGFGQji6PjHd2VPV6v6iGmzIsG5lhZjYN1S5y2t0+0xesYiZZsJBsREE6rBYJrV1eQ9UD5dp2TTEIvyd/u6X5SjJRzTamOBNOm3r7nK79THdUNAcNGQMdqGmDT1aQk2YPWuUmKnuOmgzJxAVjXoh2xqH68GzjIVmw8wuUnWqHQ2vHjHThL263ooghmXqeNa2uXsGb2VZLcY6A8UoywzPJDB7Xa2DjYzQhj9FKMhEwBz6mGRnaDwS0WxoMdRoiVMwBgTPJTLZb6qFg/Notmzr9M9SCSXPYkKY9BtcZCAqrIlRLip9nfbs77PzHeBK3XbjgMpC/xTb096tvvjVYzWmxSPrPpLLH44+iKPpMsqEmQ7IahmQnhcDQNZlkpdj02YqsJqNk0NThxpOrD+GJVQfx+pYK01XJsqzg/17ZjiXvqUvFbj1zBFbfey42/fgCPHD5RKTYLVi5txbXPvGJoVl8T605jHWH6pFqt+Iv182I+OJlcVYKlt1+Br56eimcNgt2nmjBf7acwIGaNqTarfjFFyfhuVtmh73OOFUwJBugfnzpBGSm2LDteDP+vu6I6c/vcHvx8qbjuPXZDbjrn5/hhU/L+/WVVTr1tHR59JDo/AnBQ7IUuxVzRqhVUmtMtFyKVsvzJnRv4XTarJhVph5vrYnjbS7XhvaX9m61BNQLidw0O7yygr1VxmZ01bR24VBtOyQJmBOkEkySJL2aLFjL5Uf71Fll88LMIwPUn6EYvGsmgGru9OiPASMLe7dbOm1WvcLqUF3kwPFovagk630swD+4/3ij+Yo3UZEzNmBr5tCcVAzLTYVPVvSQMxQxC2r8oMygr7hF224ZrtUS6L5hLtL3LC4+I4VkkiQZrjaqbjW2lTInzY5MrUrriBZ26scQ52ViuLPRkKxVryQz2W4ZoW1QzL0Kt/Ex32RI5pMVPRCKFJKNLsqAzSKhrs2t33d3ipAszDwywH/R2uH2oT1C+Av4Q6q8MHOFot1u2axXfcVxJll76M2Wgvj5GnmOEqmSLC/dAYsEKIr5qrdo6ZVkBgbsA91bbEM9TuhD+02EGmJO4onm7sFWbZsLbq8MSTK+jGOQ9vtf1cyQ7GRQZ7Lasb9Ikn9GGheWUSJ5fTKWrjyA+b/7EL98czd+vXwPvvOvLTj39yvx/LojhgtWfvP2HizbeAxWi4Rff2kyfnLZaSjJS0N2qh03zh2OF752BnLT7Nh6vBk3P7sh7Iu+Oyqa8dA7ewEAP7nsNIwoCP58u6c0hw2/+tJkfHLfefj5Fybi+xeOw+M3zMSqe8/FDWeURdwufqpgSDZAFWWm4AcXjQcA/P7dfaaeqKw9UId5v/kA97y0FR/sqcGb2yvxw9e24/yHP9JnHlFiKIoS0+DGULw+GSv31sQlCN1T1YK/rzuC1zYf1+c6GfHR3lp4fApGFqZjZJBKJSGw5dKILo8Pn2otdsHmnIltlOsOGZ8fJi5gJw8LfgErSZI+y2q7wZbn9Vqr5fhBWSEvCMVcso8P1HV7hb6h3Y13d6rVchdOHBTxa+lVWiZCHvGx+emOkK8gDdeqwo6GGPgZSFRhDS8IXkk2JCcVFkltozI7RFsPyXrMSvC3XIa/rfdWqbdv4HbVQNG2W0aqYhHtlp0eX8TASPxMIoVkgP/iO9Lw/poIm/8ESZIwuqh39RNgvGUzkNHZYfrgfpPbLSMdV1xc5aTaQ258zNOCmA63z9DGvqYON8Rz4nCBFKA+IT1Xe2z694Zj6HB7se14E4DIlWTpTn8llZFXrEUgaKySzHhIJssKWrUn69lBQszcdLv+9c38DWvSbrvcMCGZv0Uy/EWyoij6zyhUEGy1SMhL79/h/XUG23IFEXq7vXLIaj+j7diBhoSoJBO/46V5aUGXJwSjzyTrx9luwSiKgp++vgOLl21hV0UMork/9Zc8/bGFIRklhk9W8L2XtuJ3b+9Fa5cX4wdl4vJpQzC2OANtLi9+8vpOXPe3TyIGuX9bdQhPrDoEAPjdl6fgutNLe33MjNJc/Pv2uWpQdqwJX39+Y9DnJJXNnVj03Ea4fTLOn1CMa2aXmP6+ctMduGnecNx17mhcOHFQUv7+JxJDsgHsujmlmF6agzaXFz9/Y6ehz3l9SwVuemY9mjo8KM1Lw+ILxuLu88dgTFEGmjo8uOGp9fjnp0f7+MwTQ5YVwz3e/UlRFDz41m7M+MUKjLn/Lcz59fs4Utce+RMN+uRQPS798xrc/MwGXP6Xj2N65be8vgNXPrYOP359J767bCsufmQ1Xg8zaD7Q2zvVFsILQlSRCSLo2HCkEbKBJ71bjzXB7ZNRlOkM2iYoQrJPDjUYOp4sK3r4N3FI76HuggjJdlQYCwpFcHP6iNDzxIYXpGNmWS5kBfofUgB4ZdNxuH0yJg3NwpQgM9J60iuhTMz70reb5YZutxFbKntWFwVTrleSBQ/J7FaLXtlgdni/aLcc22OemPjZfhohJBOVZOOCzCMDgFItDKxo7DTVklXZHD4kS7Fb9Yqliggtl6KdKtLgfsD48H7RbhmpkgwARheGCsnEMYyHZGLelOF2S4MzyYxWqBlpQcx02mC3St0+Phwx4ywnzR52+6hw9Sz1Ceyrmyvwt1WH0dLlRWleGiZGqCQDzLVcNuqD+0OHTtlRbLdsc3shsi9RZRhIVHu4vTI6TGzeFoP7w23UMzpHrKXTC7f2+xruyX5/D++v0wMIY+2WKXYrMp3qzzjU9yy235q5qNE3XPZ4DiA2IYvZeUboIVmCK8nWHqzHc+uO4tXNFaa3TZNf4OD+ZMNKMkokWVZw/2vb8fqWE7BZJPz2y5Ox/Nvz8cg10/HWdxbgF5dPRIbThk8PN+CLf/242xbrQI9/dBC/Wr4bAPCDi8bjyzOHhfyaY4oz8dytc5DhtGHtwXpc9fi6btduje1u3PLMBlS1dGFMUQb+cOVUVn/1gX4JyZYuXYoRI0YgJSUFM2fOxOrVq8N+/EcffYSZM2ciJSUFI0eOxGOPPdYfpzngWLRSTatFwls7qvDuzt5zjAL9e+MxfOdfW+DxKfj85MF497sL8O3zxuDu88fijW+dhcunDYFPVnD/azvwb21z3MnA5fXhhU/Lcc7vV2LaAyvw5OpDhsKS/vLC+nI8/tEhNLS74ZXVV8LvfXlbXM5x9f5aXPPEJ3ooUNHUiZueXh/xojKYLo8Pd76wCa1dXgzPT8NUbS7X/72yvdtA6mA63F58sFttiYy0SnjikCyk2C1o7vQYauvbqLXWzR6eF/SPxOSh2Uh3WNHc6dGHZYdztKED7W4fnDYLRoYpXZ6sh2TGKslEtdsZI0OHZADwzc+NBgA8/8lRVDWrbXkvrC8HAFw3p8zQ1yqJYnOkkZk0eiVZXfjwTVEUvQpLBGvBiEDOzPB+l9enh8hi1pMgAtZtx5vDBuJ7I4RkxZkpcNgs8MpKrwvKcKojtFsCwOAcUc0R/riiKsxIW2OhwUoyvVXSQPAWqZLMSNAmmB7cb3gmmdjSGD7sMTLM3mxbj9k5U+eMK0RRphMN7W4seX8fAOC7F4wxFLDp7XcGQh09EAzXbqn9fDs9Pri9xkJgEWA6bZagM0/SHFa9CslMxYcY3B+sOk0wGpKJ4Cg71a7PKgymP0OywGowo5VkQORzNDqzMJCoJOs5E9FfmRu6wrsnfyVZYkOyv3xwQP//y7dXJvBMBjb/TLLkGtwPBGy4ZCUZJcAf39uHf204BosEPHLNdFw9u1RflmK1SLhh7nC8duc8lOSloryhA5f9ZQ2eXH1Ir2xt6fLgV2/uwoNv7QEA3HXuKNxx9siIX3fKsBw8c8ts5KbZse14My798xr8/I2deOidPVjw0IfYU9WKwkwnnrlldthxBRS9Pg/Jli1bhrvvvhv3338/Nm/ejPnz5+Piiy9GeXl50I8/fPgwLrnkEsyfPx+bN2/GD3/4Q3z729/GK6+80tenOiBNGJyFRWeNAADc89JWHA1R4fHmtkr83yvbAAA3zi3Dn6+d3u2JbordiiVXT8PX5qvHuu/V7RFDt4HA65Nxw5Pr8cPXtqO8oQNur4xfvrkbtz63ISmqyvZUteCBN3YBAL53wVi88c2zkO6wYv2RBjwfxay5nsQTyAsnFuONb56Fokwn9la34nv/3mr6WA8u340dFS3ITbPjha+dgVfvPBNnjs5Hp8eHO/6+Key8nA/31KLT40NJXiqmDAtdnQWoFUZio6SR7ZEbjqjh06zhweeH2a0WzChT37f5WFPE4+08oYZe4wdlhr2AFSHZ3qrWiBeaDe3+xQFzgmy2DHTO2ELMKsuF2yvjzx/sx0f7anG4rh0ZThu+oLVjRhLN5siKxsghWVmBsUqy2lYXOj0+WKTwxysJs0UxlMN17fDKCjKdtl5h1LDcVAzJToFXVrAlxG3d0O7Ww6RxIVZbWyySHjSaabmsjNBuCQBDskU1R+jvObBtzMhFsL+SLPQFq9cn6yGDkSqwSCFZpOH/gQJDsnDhv7+SLN7tlur3HWpov2Bmw6UevBmsvLBZLforx4oCjCnKwBemDjX0uYUBM6oiaTRQmZURUAnWarDlsjnCbaOGjFpblIkB20bOt9DgTDLDG2FN/DxjJYI7h9USNgjsKVIwGE17nH8mWaiQzHglmXjsFS/kJMKmo43dxii8vaOaLZdRqotixl1/iWbzMFFP9W0ubDraaGicgvDG1hP4s3Yd9ZsrpuDzU4K/yD+mOBP/0a6JujzqdebcB9/HtU98gjMf/AB/W30YAPD9C8fh+xeON1z1NXt4Hl6/6yyMK85EXZsLz3x8BH/98KDe8vn8rXP0beQUf30ekj388MO47bbbsGjRIkyYMAFLlixBSUkJHn300aAf/9hjj6G0tBRLlizBhAkTsGjRItx66634/e9/39enOmAtXjgW00py0NLlxe1/34TOHq0OagXZZsgKcO2cEvz8CxODrgyXJAk/vGQCrpw5DD5ZwTdf2IwP99b017fRJx5fdQjrjzQgw2nDTy49DQ9cPhFOm7o55JH39yf03Hyygrv/tQUur4xzxxXirnNHY/KwbPzfxeqsud++vdfQFrxQdlQ049PDDbBZJPzsCxMxeVg2nrllNiwS8N7uasMD5wF1XtXfP1HbcB++ehqG5KTCapHwp2umY3B2Cg7VteOxjw6G/Pw3t58AAHx+8hBDfxxE4LUxwgD2wCHts4MMwxemleQAUFszI/EP1A4f5g3LTUV2qh1unxyxkk4sAhhZmB7xQl2SJNxz4TgAwD8/LcfNz2wAoM4ry3Aaa0OLZvB8hYF2y+EB7ZbhLozEPLIhOalhZ9yI4f1mzjOw1bLnfUmSJEwXgWh5U9DP36PNIyvNS0N6mJ9nNHPJjFSSDdFCw4owlWRtLi86tSdyRi6CiwMuWEOpa1NnaFktkqHqJxGSHapr1y88AysERdhnhAhWZEVt2wtFzMgK1s4XjPF2y/CbLQUzF2P6MHYTlRdXzfLPDPnewnEh56P1ZGTboaAP7g/zvVotkt7OZ3TDpWjNzApz20QzvF/cdjlhB/eL7z/8cY3O8SvQ2h4jHS+UHRXNhpYoAN1bsIM97wolYiVZm/mQbJT2O72/ug0erS1VUZSAbcHGK8lEhavLK5tq242npR+qF69XTB+K7FQ76tpc+uxPMkfM+0vGmUQMyU4tPlnB/upWvL2jMuJYCiN2VDTj689vxOm/fh9ffnQtpv78XdzyzPqI1wObjjbinpfUgoLbF4zEVRFmfuVnOPGP207Hg1dMRqbThppWF9Ydqkery4uxxRlY+tUZuOvc0abPvzQ/Df+560w8cs003DxvOM6fUIxHrpmG5d+ejwkRZppSbPo0JHO73di0aRMWLlzY7e0LFy7E2rVrg37OunXren38hRdeiI0bN8Lj6f1E2OVyoaWlpdu/U43TZsWj189AQYYDe6pacdlf1mDl3hp8Vt6I+17djntf3gavrOCL04bgl1+cHDakkCQJD14xGRdNHAS3T8btz2/Ch3tCB2Ven4zN5Y14cvUh/OJ/u/Dc2iP45FB9wl5ZDLS7sgVL3lPbWn7+hYm49awRuHHucPzluhkAgGfWHInr7C+z3th6AnuqWpGdasfvr5yqP4H+6ullmFGag06PDy9vOh718Z9ao75y8fkpg/VXkCcOycbC09TB709r7zfimY+PQFaA+WMKcO44/3D8/AwnfnrZaQCAv60+FPQivd3lxQfafejSEK/C9DRTCzo+ixCS7atuRWuXF2kOK8aHaJ0DoFemhaouCrTrhJhHFv6Pjzq8X/2YSC2Xn2kh2YwQ2zJ7OmNkPs4P2NQ5sjAdX5sfuTxbECFZRVOn4VfWxZORIWEqv4Zq4WiXRw7b2icG+5flh3+FS7wCZuaJ0P4IrUFiI2moDZeRWi0FEZIZWVIgiOqwsJVkot0yTCWZ+NlmOG1Ic0QOjPSqjpbQt0l1wLZMIxfrw3LVId5ur6xXJFY0daKxwwObRTJ1QZ1it8KphaViQ2Iw/iDGaLulsQH0fVFJVq+3Wxq/qBxRkI6fXnYavnPeGFw4MfxsxkAFBiufOt0+dHnU8CPc/DUg4GdnsPVeX6oQphoqmpBMfGyoraOA//uvb098JdnbO6pw6Z/X4I5/bDL0PCfSnMJQRPgaLCRTFEWfWWikdVoYnp+GrBQbXF5ZfxysbXWhudMDi4SgMz1DSbFb9WCzqqX/Wy6bOz36VutvBfw+seXSPJfXv0iGM8kokQ7UtOKs336AC/64Cnf84zNc8PBH+mb3aGw91oSrH1+Hd3dVwysryEmzw+WV8eHeWnxx6cf4yes7gj5/2HCkATc+9SlcXhmfG1+Ee7VFeZFIkoRr55Tikx+eh1e+MQ+/v3Iqnr91Dt7+zoKIo2bCSXVYcfm0ofjZFybiyZtm4fJpQ0296ELR6dOQrK6uDj6fD8XF3Z8MFhcXo6oqeCtfVVVV0I/3er2oq+u97e7BBx9Edna2/q+kxPx2h5PB4OxUPHb9TOSlO3Cgpg03P7MBVyxdixfXl0OS1Fa+h6+aZuiVa5vVgj9fN10Pym57bgN+GvBAoigK9la14qF39mDubz7Al5auxS/f3I2n1hzGT/+7E9c88Qm+tHQtNh5J3Ct6iqLgB69sg8en4ILTinHFDH9by/kTirBgbCHcPlkfotjfvD5Zr2T7+oKR3Vp2LBYJ152uzp76z5aKqALHquYuvLFVrd66TWvHFW7TWmpf21KhX+iF09LlwbINanv0oiBBzYUTB2FWWS66PDIeXrG31/s/2FODLo+MsnxjQ6oBf5h0qK497DmK+9iM0tywrZFTtUqyg7VtES+o/ZVkkc/V6IbLz4426edp1F+/OgPvf+9s7H7gInzwvXMw3OBqZ0ANTexWCR6fYvgCxki7pcNm0d8fLmAu19oxS/PCn3OoGTnhiIu7UEOmRWvtZ+WNQX93xOeHC1UBf0VduDArUIfbq1flhLsg1luewnzP/gtgYxcs+nygMLe12TZJq0XSZ/KJlsttx9X7+bhBmUHnUoVjpOrLH8QYqyTzt1tGmEnWISrJwv88zYRkde2RK7aCueXMEfjuBWNNDdk1OkOrQQucHFYL0h3hb58sg1V4ggjTwrUMGl3QEEjMJAtXSVagt1uGv11EuBypZazQQHtyMIqi4FGtYnr1/jqs3h95A7PYJDnEZEgWbllDq8sLl9bibybUkCRJ/1soXjASVWRl+emmf6eLMyM/7vSVg7XqeQ/KSsGIgnT9AvStHVVsuTRJVMXaLJKpluD+wplkp4Yujw/ffGEzKpu7kOawYmhOKjrcPtz27Ab8Z7OxBWGB9lW34qZn1qPd7cPpI/Lw7ncXYPOPL8C7312AL00fCkUBnl93FOf94SP8Z3MF2l1etLu8eHrNYdz0tPp5c0fm4y/XTTdc9S2kO22YWZaLr8wchgVjCxloDVD9Mri/55NBRVEiVjP1/PhgbweA++67D83Nzfq/Y8dOnoHzZs0anocPv3cObp43HA6bBYWZTpw9thDP3Dwb3zpvjKlfUrsWlF05cxhkBXhu3VHMeGAFFvzuQ8z+1fu4cMkq/PXDg6htdSE71Y7zJxThtrNGYOFpxUhzWLHlWBO+8tg6/Hr5blPb4eLlnZ3V2Ha8GekOK371pUnd7juSJOEnl06A1SJhxa5qrDsY3Uakj/bVYs6v3sOI+97E2B+9he/9e6vhXvf/bDmBw3XtyNPW7/Z04cRiOG0WHKptN7w9MdBrmyvglRXMGZ7XaxvirLJcTBmWDbdXxj8/DT4bMNCy9cfQ7vZhTFEGFowp6PV+SZLww89PAAC8tOk4th/3B0Y+WcHjq9SLikunDDZ8YZiT5sAYrTUkVEUQ4G/HDDWPTCjMdGJoTioUBdhxPHSgVdPShbo2FywSMGFQ5JBssoGQzOuTsfV4EwBgRllOxGMKTpsVowozkBrhYjcYq0XSK8KMtDJ2un36tr5hYdotAX91WLgKq6MNxirJAretGQ2DxWy3UJVgpw3OgtNmQVOHB4eCBHnithof4fYdpIVZRrfBio9Lc/g30wUjbpcTYdotzbZSiVCuod0Nlzf4Y1C1FiAUm2in6TmXTIRkRjas9pQdoXKpK2CIvNGZZOKYkQbQ+yvJwh9XD8kMXIw1RNFuGS29qihCSNSob/G0R3ysFW2TkV40EIwsVYh0G/fk9clo1Y4bdrulwZDQcCVZlIP7Pytv7Nai87t39kRcsOOvJDPengyEX9Yg3pbptJn++9Bz9IAYFSD+3ppRnC0qWBMQkmmPSaOK1CD/zNEFyHDaUNfm6jVHkcLTl5BkOJLyYj5Xf/HC/MIpGjh+89Ye7KlqRUGGAyu/fw4+vOccXD5tCLyygntf3hZxrEmgNpcXtz23AU0dHkwtycFTN8/G2GJ1RMfY4kz88eppeGHR6RhZkI7aVhfuXrYFE3/6Dqb/YgUe+N8udLh9OGt0AZ6+ebahan46OfVpSFZQUACr1dqraqympqZXtZgwaNCgoB9vs9mQn9974LXT6URWVla3f6ey7DQ7fvaFidjzwEXYcP/5eO7WOTgnoD3ODLvVgoeunIp/3HY6Rhamwyur82jq2lxItVvxufFFePSrM7Dh/vPx5E2z8eNLT8MTN87Cyu+fg2u03u0nVh3CLc9u0Ne89wdZVvQ2y1vPGhG0HWF0USaum1MKAGFnaYXy9o5KLHpuA2paXVAUdYPVK58dx7V/+yTicGGX14c/aVVkty8YGXTOVGaKHeefpv6O/GeL+VdQ3ttdDQBBB71LkqRXlz2/7mjIi2pAvYh5du0RAMCi+SNCXnjNKM3FZVOHQFGAb734mT4M+oX15dhR0YKsFBtuOXNE0M8NRQRfm8rDhGRHIs8jE8TFQbjh/Tu17ZcjDYZT07XKsF0nWnrNAhT2Vreiw+1DhtMWsvqpL4ih+EZCMtHumO6wRnwlOXAuWSiHatX3jYhQ/TZYu8jqcPsMzbXp8vj05SSh2v0cNou+HKJnu27ghtPZEYJVfwujsQvAaq36a1BWStiAQrRbVrV0hax4qNG+ptGQLDfNrs9+qwnRclmjb6U0XtEi2q/ERef2iiYAiLh8I5hIlWQiLJEkIMPgk9LAAfThwh5RKWG4kixCGAX4W/+MDu6PhdGZZEY2Wwr+dkujM8kiV/n521+NHbMp4L4QbtaZqKhsc3lDPs4C5tstI1Wm9SRGGFw4sRgZTht2VLRg+Y7w7X2iElX83hvlryTrfY7idzya+VE9Rw/srzE/tF8QgXu1iQ3A8XJAqyQTj1F2qwWjCo0tlqHu6qKYb9ef8vR2y75ftEGJsf5wg36t8dCVU1GkbRj/41XTcN74Irh9Mr7/8jbDRRe/Xr4bxxo6MTQnFc/ePDvodda80QV46+75+N4FY/UXJdxeGSMK0vHLL07C0zfPjupFajp59GlI5nA4MHPmTKxYsaLb21esWIF58+YF/Zy5c+f2+vh3330Xs2bNgt2efGXAySqerwadNaYA7333bKy773P49+1z8fIdc7Hlpxfg6Ztn4+LJg3sN5i7KTMFvvjwFf7luOlLtVqzeX4fL/rIGuyvDV0SV13fg3xuO4f7XtuOPK/bhwz01praQCG/tqMKeqlZkOm1YdFboOU5fmz8SFkmtCDMzxH7tgTrc+c/P4PEpuGTyIHz6w/Pw/K1zkJ1qx+byJlz7xCdhN4b9fd1RlDd0oDDTiRvmloX8uC9OU1tE39h6wlT7QF2bS5+Bdd6E4AHpJZMHY1BWCuraXHhja+gn+W/vrEJFUyfy0x24fFr4TWy/uHwihuak4kh9B/7vle3YeKQBD72trjz+3sJxpmddiNbEUBsuy+s7UNHUCatF0gOwcIwM7xfzyE4zOAxzSHYKBmWF36b4mTZAflpJjumS7VjoQ/ENbI4MHNofqQJFtH2GqiRTFAWH9AuY8CFZit2qBxM9N64Fc6S+HbKiXlCHa6kKbLkMtPFIAxRFDe8itR2KAM/o9jaxxU4MtA6lKDMFNosEn6zon9OTf7OlsQtrSZJQrH3dUKFetR6Sma8kO1jbBllWAirJ4h+S6UP7nTbDf7+6DaAPU70k2nQiLSwwU0kmgjcjSxBiFVj5FO6+aGRTpKC3qprdbhmmkkwEXeHmzgUSrZZZKbaw7fIZThtS7FoIHKZF0ujvjfh5Nnd6wr5IFOhYQwfe3qG+gLv4gnH6jMhIsz2rDCzzCCZsJVkMocaUEvV390BtG1q7PFEN7RdEBWu1ybbVeDhYowZhgXPUyvLF3yaGZGaIBRbJOI8MAPK0StrGdk9SzDum+Hti1SEAwFWzhnWbe2yxSPjVlyYjM8WGrcea8KSBWcor99bgBa1L5qErp4Sdz+m0WfGt88Zg44/Ox5afXID3Fi/Ae4vPxvVnlIVdOkWnhj6/ByxevBhPPvkknn76aezevRvf/e53UV5ejjvuuAOA2i5544036h9/xx134OjRo1i8eDF2796Np59+Gk899RTuueeevj5VCsNikTA4OxVzRuRh1vA8OG2R0/VLpwzBq3fOQ2leGo41dOKKpWvx1w8PoC1gK1Sn24fl2ytx9ePrsOChD3HvK9vwz0/L8cj7+3HLsxtwwR8/MjRsXfAFVJHdNn8EssPMOSnNT8PFk9Q5Fn9bfcjQ8bs8Pvzwte2QFXXb4J+vnYHirBQsGFuIV++ch+IsJ/bXtOG7y7YGbcNoaHfrs8i+v3Bc2DLes8cWIifNjppWFz45ZLwl9IM9NVAUtRVwcIgWD7vVghvnqQHdU2sOB33ioSiKvrb4+jPKIs4ryUlz4E/XTofNIuHN7ZX4ymPr0NLlxYTBWfjq6aWGz1+YO0qtHN1yrCnoRdfKferQ3plluWG3FApiFotofQxGbEQUbZSRSJKEmcODBzL+Y4qh/TmGjhkvYnj/cSOVZAbmkQnDtRbKUK/WV7e40O72wWqRIs4kA/wVFkbmkolgbnhBetgwTwSsYhac8Km2+ez0EZErDwO3tzUZuOg3OkjbapEwWPuej4cIMPWLfROB1qAIGy5FpZvRmWRA93bLI/XtaO3ywmmzRFV1EjEk0yuVzL0YFmm2lqIo/gqrSCGZiQHRgS1KfU1/ldsnh63SajQxJ01UhMVzcL/RRQpCk4Gh/YD6OCt+r8K1SBoNj7JT7bBb1ccPo9VkK3ZVQ1aAuSPzMW5Qpj7ndHtFc9gX805ov4/hFqIEI76H+nZXr+cSRivmginKTNFHD2w/3qy3MEXzO12kP+b0f4XPoR6VZEDg3ybjy1bI/3uTrCGZeCHC7UvcJlXqO0fq2vH+HrX75fazR/V6/6DsFPz4UnVB2MMr9oVtp27u8OAHr2wDANw8bzjmjeo9IiaUnDQHRhdl9uuL2ZTc+jwku/rqq7FkyRI88MADmDZtGlatWoXly5ejrEy9QK+srER5uX8u0ogRI7B8+XKsXLkS06ZNwy9+8Qv86U9/wpe//OW+PlXqAxMGZ+G/3zwT88cUoNPjw0Pv7MWZv/kAX3l0La594hNMe+Bd3PnPz/Dp4QZYLRJmD8/F7QtG4ooZQ1GY6cSxhk585dG1eE4rw43klU3Hsb+mDdmpdkPtfYu0Ifavb6kwNHz28Y8O4Uh9B4oynfjlFyd1ezAdVZiBJ26YBYfNgvd2V+Ohd3sPsX/kvX1o1YKjL88cFvZrOWwWXKhtolyxqzriuQnva62WoarIhOvmlCLVbsXuyhasCxLCifkrDpsF158RuuIt0MyyXPzuK1MwoiAdQ7JTMLooA7/78pSwVQKhDMtNw9jiDPhkBR/t773dZuVe9W3njCs0dLxJQ7NgtUiobnEFHcauKAo2HVVDlJkRWvECzdQr3oIvqhDB2/Qy48eMB73dsjHyBcOJgEqySPyv1ncEDVfFxUtpXpqhV+L0QfYGWnZE66jYPBmKCMn21bR2C0/0kGxk5JDMabPqT86NtFzqlWQGLlyH5YRvha3RK2KMX7REGt5fHUW75YiCdFgktX1OvIJ72pAs2KP4fY4UZonwJ9PgZsuexw0VHrW6vPD41PtpXoQwxl+xED44cXv9YZWZ7ZbRSrFbkalVaYULicSCgtwIs9cA85VkRjaPZpsOybTzDfNiliACoVBbdd1eWQ83I4VHkiT5N1wanEsmwiTRpj0sNxWFmU54fErImZRur6yHqWa3W4rw1eNTev3OiMeaaNvjpmrVZH/58ABau7zqko4IVb/BiGA+XHVfX3B7ZX3u5eii3pVkidxaPhCJ34FkDcm6Pf5FsZGWktszHx+GogDnjisMuWH3Sm0Avtsr496Xt4bsrvnZGztR3eLCyIJ0/MDgRkqiUPqllvDOO+/EkSNH4HK5sGnTJixYsEB/37PPPouVK1d2+/izzz4bn332GVwuFw4fPqxXndHAlJPmwLO3zMGSq6dhZEE6mjs92Hi0EesO1cPllTEkOwV3nTsKa35wLl66Yx7uu2QCHr5qGt5bfDY+P3kwvLKCn/53J/6+7kjYr9Pp9uHhFWoV2bc+N9rQlp7ppbmYPTwXHp+il/uGcqSuHX9deQAA8ONLTwt6MTe1JAe/uWIyAODRlQfx27f36EHC8+uO4Ll1R9XP//wEQ69WiKDr/T3VhsrMuzw+rNqnbtw6f0LwuX9CTpoDX56pvhr+tyDf+5NaFdmXpg019WT8ihnD8OE952DtfefhvcVnY3IUrVmCKLv+UFv1LnR5fFh7UP0+zxlrbOZemsOmv1oebBnAwdp2NHZ44LRZMGmI8XOepVeSNQV9xf+w9oR9Rkk/h2RakFRuYibZ0Jzw4ZN63FRIkjofqD5ImCC2jo00uI1TbH2rNFFJFikkK8x0YmRBOhQFeE8LmNtcXuzQLmbnjOg93zKY4gjVWYFEpZaREEpvhW0I/j2L1lMzgdagCCGZCBfMtFum2K24YoYa5ov2hSkGqyx7irShzN/OZ25Irj6APkT4JgKvVLs14nyRwHMMN5BdfA/WftwGZ2TYvF5J1hczyboib7c0um1UED/HbAPnKwLjmhD3bzEjzmaRkGPgNikwOOdN2KONZBirLQyRJEl/gaTn7EOhuqULiqJuGzXbluu0+edD9pxzKip/B5sM3gQxemCttrToyzOGGuoO6Elv8e7nmWTlDe3wyQrSHdZuj2fDCyIvlaHe6vRKsr6vio2Wf44gQ7KTSXOnBy9tOg4AuC3MeBxJkvCbKyYjw2nDZ+VNeObj3m2Xb++oxGubK2CRgN9fNZXzxChmbLilfmG1SPji9KF497sL8NIdc7H0qzPwu69Mwdt3z8fH//c5fP/C8b1aA7NT7fjLddNx17lq+e2PX9+JV7QH02Ce/vgwqlq6MDQnNeysr57uOnc0AOAfnxwN+QRcURT85L874fbKmD+mAJdOGRzyeFfMGIYfadseH115EF998lN884XP8JPXdwIAFp01AvNGGysBPmtMARw2C441dBra2LTuYD06PT4Mzk7BxCGR52rdeuYIWC0SPtxbi7cDBhB/fKAOb+9U56/cepa5gfvxdO54NQBbubem2ytH6w83oMsjozjLiQmDjbeJnKFVEH18oK7X+0Ql2LSSHFOzCCYMzkKq3YrmTo8eEAki3Js0NCts629fKNGqwqpbXBFn++ntlgYqyZw2K4Zov6tiQH+gg9rbRhnclha44TISo1szAejtUP/aoIY7m442wicrGJabaqitFPBfhBo5N6MzyYDwVX6yrOhtmOLjjBikb5rrfRHh8vr0Kptig3POhAcun9ht8100my0BfwBVH6K9zUyrYKBIbZz1Jo4rZnnJSveh8j2JC7W89P7bBldg4CKxwWD7IhDFdktDg/u1mWQGWzjFxxkJtURIFqqSJLAaxshtIi66Q1WmBZJlBfu1SrLxAVt1Z2rVwaE2MIsK1EHZ4Zd5hKJvNe1xjqLVXSxRMWtawAs2t5w5HA9eMSWq44hgvq7NZWigttcn4+k1h/GFv6zBqn29q8ONOlDj/xsT+HMVP48TzZ1RzbM9VSX74H7A2OMfDTyvbDqODrcPY4szcObo8C9eDslJxf3atdVv3tqD1wOWmq3eX4t7XlLbLL9xzii9m4AoFgzJqF/ZrBbMHp6HSyYPxlWzSjB+UFbYJ4+SJOGeheNw87zhAIDvv7wVb23vPWh+T1ULln6oVnndc+FYU6+Knj22EDNKc+Dyyng0xKbL5dursGpfLRw2Cx64fFLEJ7yL5o/Er740CZKkvlr7v23qOX/7c6P1B3kj0hw2zNNmc723uybCRwMrtFbL8ycUG3pSPrIwA3ecrb56c/9rO1Df5kJDuxuL/70FigJcO6cU4wb130bGnmaW5SIzxYbGDk+32XSi1fLssYWmLj7mj1HDydX763pV5m3ULnRmmWi1BNT5bqJ9pefFkrg9LpgwyNQx4yEv3YE07ZW0ighVWv5KMmPhkbhP7KnqvYzjkFY5Z7SSTARRRmaS+dstIx/7ylklsFokbDjSiAM1rVh/WK2aON1gFRkAFOvBk5GQzPiFhqjyC9ZuWdvmgtsrwyJBn11m6FxFJVmQQE9cZDusFuSYDGvTHDY8ev1MpDussEj+YMAsUUkTat6XmTArUKQ5WCJ8MzI7zG616OFRuLlk/Tm0X4jUbgj4Z3wZm0kmqr6MBVpi+2j4wf1mWzgjV6cJ+vcfYnur2Tl+RSZaBSuaOtHu9sFhtegtfQAwoywHgDqaIFilt3hMi7biS3zPgYPxFUXB0Tr1cSPS9uBQZg/PxXfOG4OHr5qKn142MeoZPPkZTlgtEmQl8my3iqZOXPrnNXjgf7uw7XizXvUfjYNB5pEB6v0+02mDogDHDYwZIJW47cItw0m0gkz1Mc1o5Sf1rb1Vrfjxf3bg/Ic/wrwH38eyDeWmlyooiqK/iHnDGWWGnstfM7sEX5o+FF5ZwXf+tQU//s8O/PJ/u3DLMxvQ5vJi3qh8fPu8MVF9T0Q9MSSjpCdJEn5y6Wm4atYwyArw7X9t1luoAPWVpdue3Yh2tw/zRuXj8qnhtzAGO/53LxgLAPjnp+W9Wgdauzx44H9qFdg3zh5l+InpV08vwxvfPAsPXD4R3zhnFB67fiYWLxxn+hXl87RqKjFrLBRFUQzPIwv07fPGYFxxJurb3bjysXW46vF1qG5xYVRhOn58qfFAry/YrRYsGKvOHAtsuRRD+88ZZ/z7BNSAxG6VcLyxs1dLhqgkmzU88ryqnkRwsDEgJOvy+LBam6V2wWnhW1/7giRJ/oqlMC2XXp+sh0DDDFSSAf7tn2IbaKCDWsXjyBCzJXoaarCSzCcr+oVPqYFKsuKsFL1d9zdv7cWyDWoVqpGh/cJgvd0ycoBXa3BwP+Bvtww2uF/cVoOzU03N/hoUJtDzD+13RlXRMrooA69/80z8Y9Hp+nZTs/IihGQNWruc2eApUoufCN+MbHw0cp7qMftvaL+gtxuGCXUa2sVMMjPbLY21RjYbWKwQGLwZuWBqNhGS6YP7Q1SS6CG1wQt98fOsDhG6BRLzyEYWpnf7nZw4JBsOqwV1be6grdPiuUS0IVmZ9mLA4YCK3fp2N1pdXkiSP2w3SzznEa3U0bJa/LPdIs10/fP7+7GnqhU5aXZIkrqQJ9hsUCPE35ie25MlSUKZ1nJ5uC7xIZnXJ+PLj67F2B+9hdN//R7ufXlrUm5n1KswB0QlmbFFG4lU3+bqtqAsGcVyP9x6rAlffnQt/v7JURyoacOJ5i784JXtuOMfm9Bu4vvefKwJ+6rbkGK34AvTjF23SZKEP1w5VS+c+PsnR/HkmsPwygoumzoEz9wyO6rWcaJgGJLRgGCxSHjwiim4dMpgeHwKFj2/Ebf/fSMeeW8/rnpsHSqaOjGiIB1LvzojqvaXs0YXYFZZLtxeGXcv26yvhff4ZHx32VZUt7hQlp+Gb5zTe/NKOJOGZuPGucPxg4vG46JJ0VUTfU6bLfZZeWPYC7cdFS2obnEh3WHVN0Ma4bRZ8fsrp8JhteBQXTsO1LTBbpXwyDXTw27f7C+f04KON7adQIfbiw/2VONQbTusFglnGmxbFdKdNkzXyrBXB7Rc1rR24Uh9ByQJUZVpzypTg5dV+2rh9qptJ2v216HLI2NoTqqpltB40mdfhdiiCKihik9WYLdKhi8wT9NaeXdXdg/Jujw+fZ5WzwuYUPztlp1h50BVNnfC41PgsFr0Np9Irp1TAgB4b3c16tpcGFOUgYsnG/89DNfCGKjD7UWr9uTQyMwvEV6q31P3NiXRghlp7lqvc83yh2Q9nwCLihajP7dgRhdlmtoU1ZMIlILNsQP8oVS82y3FcY2Gb0ZCsrpW9X39OehaVArWhrkvmptJZny7pdcn6xd94WbGidtCVoB2d+R2NxHQhWvhFIxWkhltGRM/z1AjFgKJeWQ9q6pT7FZMHKo+Fm4q7724RQT/g01uthTEUPqDASHZUa3Vckh2asSN0/1BPN6FC7xkWcEH2otcj1wzXZ/l9vaOqqi+ZqhKMiBwsUzih/fvrW7FpqONcHtlVLe48O+Nx0NuNE4Ut1fWHzuTdXA/MDDaLTvdPvzmrT04/dfv45JHVgfdyp5IsqzgX+vLccNTn2L8j9/GRUtWYW2Q0SPh7DrRghufXo82lxezynLx+A0z8YOLxsNulfDOzmr89L87DR9r2fpjAIBLJg82NdvTYpHw08tOwx+vnorrzyjF9WeU4pdfnIRHrp7GgIziiiEZDRhWi4Q/Xj0N159RCosEvLOzGn98bx8O1bUjN82Op26aZWgWSzCSJOGXX5qEDKcNnxxqwL0vb8Oeqhbc+/I2vLe7Gk6bBb+/cmpCnpQOzUnF+EGZkJXw1WSitW/B2ELTfygmD8vG+987G3++djp+c8VkvHTHPEyKckB3vJ1/WjEKMpw4Wt+Bb7+4WZ87cNPc4VENzZ6vBWtrAjZmbjqiVoCNK86M6pjzRuejKNOJmlaXPifhPdFqeZqx1te+ICoNjoepJCvXKuqG5aYZDphFJdmeqtZus2gO17VDUdSLZaNhR3GmExZJ3eJW1x76CbB+nnmphtuDzh5bqC8GOHdcIV69c56p7Yl6SBah4kFcuKfarchwGrvgd9oskBWgsqn7RbqoSBEBp1GizcztlfWtgYLY9lYW5QyjeMjTtkA2d3p6BYOAP5QyUgUVSA97IrRbGr0/ivMMG5Lpg67776KyKEjrXSBFUfSZZPHebhlYFRGuksxps8ChVVoZCd/MVJJFajc1H5IZn0kmKsmCjR4QgU+wuWQiOIq2kkyEZIHzSEWFlBhSn2il2mNKuMqtnSdaUNPqQprDijNG5ukvGL4VRUimKErYuZfDtSrjI0kQku3UKq1nlObot+VeLXBNFmYXXiRKvEOyLo8PL64vx5WPrcXkn72jL4KKVkuXB5//82o89tFBeGUF5Q0duO+1bUlVOfinD/bj/17djtX76+DyythT1YrrnvwUP3h5W8htkYEa2t249dkNaO70YEZpDp69dQ4unDgI3zhnFJ67dQ4kCXh50/Fu841DaXN58ca2EwCAa2aXmv5eJEnCl6YPwy+/OBm//OJkXH9GWb/NB6VTB0MyGlDsVgt++cXJeOfuBbhixlBcMnkQHrxiMt5bfLbh9q5Qxg/KwqPXz4DNIuH1LSdw0ZLVeG1zBawWCUu/OgOzo2jDi5eLJ6mLAt7YFvqPj2hBPS/CVstQSvLScNnUIbhmTqm+/SoZZKfa9dvlvd01aGh3Y8LgLNx70biojneWNpds7cF6PeD5WHuCZHYemeC0WfUFB4+vOoQuj0+fIRdpy2hfCjcgXjjaYL5yqTQvDekOK1xeWd/eCQRstixMNxwM2qwWvZWqZ2AU63narBY8dfNs/OHKqXjyptmmAjLAf3EbaXtbTau5dkZJkvQlCT1vG7GN1MzQfkC9D4ogqGfL5WHtgnFEAi+sc1LtEM9hG4MEUP6KL3PBk7/dMvzgfqPhW54WMIXawgl0HxLfX8TvSKhKqg63T69iNdJaKsKuLo+sV06HIlpZ0xzWsC3AkiSZGt5vqt0yS4SXrqAXdNFWkkVqEwT8wca44t4h2YwyseGyqdf79Eqy7NgqyQ7Xtet/q5Ih8A4kKoYP1YZeLPT+HvW5yfwxBXDarHpItuFIQ9htrcHUaq1sFin4ApfheiVZ4tstd2rblGeU5mLSEPHCUu8RBYkkqmLzM/pvCUk09CUWcWq3/Nl/d+K+V7djw5FGtHZ5seS9/TEd7z+bK3Coth0FGQ788JLxsFkkLN9ehZc2hl421p/e3Fapf493nTsK//3mmbhxbhksErBs4zHc9+q2sJX8iqLg+y9tRVVLF0YWpOOZW+Z0e0Fw3qgC3HG22mlz36vbI856fO0zdWD/yMJ0zI7yeTdRX2NIRgPSmOJMPHzVNCz96kxcO6cU+XG6WJk/phB/vHoahuWmoiDDgREF6fjztdOjDp7i5QvThgBQtzIGeyXtRFMndlW2wCKpFTMnm9nD8/DTL0wEAKTYLfjTNdOiruqbMiwHWSk2tHZ5seFII443duDf2hOZWAKt604vRabThgM1bTjvDx+hrs2F7FQ75piYgRVvopKsPEwlmbiYGG5gzpdgsUgYL+aSBbRcim2XwdpgwhED6sO17IjvocxkG+KEwVn48sxhUQ2nFhfSLV3esLM2xBNCM5sjQ82LE/8dzbyh4oCWy0DiwjraeWLxYLFIengTrOUy1nbLUCGZ+XZL9W9JqC2cgH8uVkE/ziSLVPkkQj2HzaIv7Agn02mDyHNbI8wlE9Vm4Yb2C5FCy0BG5pwJ+elqxamsqDN/etK3yxoMyUToFmkzo8cn649rY4OEZGIe5Z6qll5ziCpjnEk2NCcVTpsFbp+st8yLCqkRSRKSiRcnD9WFrtwS80Q/p81XHZabhinDsqEowLu7zFWTiXbF4qyUoBXz4jHucJjz6S+ikmzi0Cz97+WeOFWSubw+rNhVrQfj0UpEVWw0xLy0eAzu98kK3tG2t992lrrhff3hhl7jI8xYtkFtHbzznNH4+oJRWLxQnXP8i//tQoc7sfPJDtS04XsvbQEALDprBL5/4XhMGZaDBy6fhL9eNwMWCfj3xuP45Zu7Q1a+PbXmMN7fUwOHzYK/XDcj6Asb3z1/LE4bnIXGDg8eeGNXyPPx+mQ8sfoQAOBGgwP7iRKBIRlRD5dNHYI1P/gcNv7oAnx4zzm4ZPLgRJ8SRhSkY+qwbPhkBcuDbPd8V/uDP7MsN26BYbK5/vRSPHPzbPznrjMxJsjFilFWi4QLTlNfyb73la34+Ru74PbKOH1EHs4eG33AmJVix1fPKAOgbvLKSbPjr9fNgMOWuIdZfSZZkKHSQnmDejFRavKiK9jw/sBKMjOGaDN7ToSpJBPtlmbPMxaZKXb91dJwGy7F8O9Cg5v1gNDD+8V/m223BIBB2tfvueHyiB6EJvbCOtS8L1lW0Ki1iJodhu/fbhn8QsRs+CYqyRrCtP6K4dH9OehaVJI1d3rQ5eld+dWoDe3PS3MYuuiwWCT9vh0p0GrRw6zIrcSZEW6PoMc1EL5ZLZL+ty1YUCiCS6OVZPnp/s2MoebkAepsK7dPRrrDGnT7b3FWCobmpEJWgG0BG5jdXlkPIKINySwWSQ+hRMulCMmCVVElgqgkOxiikqymtQtbj6sVVecGLNq5cKL6N3jVvtqgnxfKiQibmMXP5URTZ8QKyb4ky4oeukwckq236sar3fKht/fia89vxCPvR78lFEhMVWw0CgPaLWNtYdxyrBGNHR5kpdhw38XjcZF2X3x+3ZGojrejohk7T7TAYbXgS9PVAfR3LBiF0rw0tLq8WBGwaCwRfvPWbnR5ZJw5Oh/3XdJ9GdfFkwfjt1+eAgB4+uPDQSvq3tpeiV8v3w0A+PHnJ+gzaXty2Cz43VemwCIB/9tWGfJ3+3/bKnGsoRP56Q5cHUWrJVF/YUhGNECI7S+vbznR7e2yrOD5T44CQFIEen1FkiScO74I4wcF/wNtxo8+PwGleWk41tCpP4G5//MTYn5F67azRmBMUQbOGl2A5d+er7d2JoqoVmru9IScPSQqycxWaIknSqKSzCcr+PhAPQBg0hBz8+zE3LBwlWRHRZgX5Ua3aBWHCJ4Cma1iAYK3wnp8sv4zMNtuCQTfcNnc6dGDokRWkgGhh/c3d3r0FjqjWyiFSO195kMyra0vzNBlEX4YXXQRD1mpNji1wD1Yi5p/Hpnxn5/RDZfNJsKsSJV9wY5rdA6k+Hn3/P4VRdHbUAszjAVSVoukVwKGa7kUlT9jB2WGbEcTLZeBc8mO1qvzGVPsFtPVkYEC55IpioKj2uwvo1u2+5o4j6YOT9A5fiv3qBfKU4ZloyhgcciUYerfiP3Vods0g6nQXkQYGmITc2GGE2kOK2Ql+Pbg/nKkvh3tbh+cNgtGFqRjvBaSHaprjzm86/L48NImtfr9tc8qwrbJRWI2XE4UEeK5vHLMmyM/1O6TC8YWwma14Ma56oubr22uQFOYNvtQXtqoVpFdMLFYf/y1WCR8UQvMXv2sIqbzBWBqa2SgtQfr8N7uGlgtEn7+hUlBK+qvnFWCn112GgDgkff340/v74fbK0NRFHywpxrf+dcWyIq6COl67YXgUCYNzcbN89TRIz95fUevF3RkWcGjKw8CAG45czhSDVQ9EyUKQzKiAeLSKYMhSeoT8cAWrZX7anCoth2ZThu+MjO2le6nitx0B/524yy9LekLU4dgyrCcmI9bmOnEisVn4x+LTteroxIp3WnTL9B6tvUB6sWlqNAyW5kQWEmmKAo2lzeirs2FzBQbzhhpfLsq4J/ZY6SSrL8rKMS5VYYJycTGwSIz7ZZ5vdstTzR1QlbUAejRXLTo7ZYB5ypaLQsznYaWCvQlMW+soUe7nAjNMlNspisvA0OZYBUGZgf35+vVbsEryWRZ0cOA/qy+kCRJbxEMNu/F/30an7uXZTDQ0tstDYRZYvtlpIUAXR4fXFqrWHaasXMO9f3Xtbnh8sqQJH9QbIR/LlnoqkFRwTUmyJB4YUZpDgBgU7k/JNugLYOZXpIb04svowvFhss21Le70eryQpKia8fuC2kOm17VFWwu2UfagpxzAqrIAH/r6pH69qCVkaFUaJVkof6+SpKkv8BQkcCQTLRajh+cBZu2kTkrxQafrHRbxBCNd3ZW6QHzieYubD7We2mEUQOl3TLVYUW69nytLsa5ZGLTqqhsnDMiD+MHZaLLI+O1zeYCrS6PD//RXri+elZJt/eJqrLV+2tNz94Talq6cPMz6zHxp+/gxqfX48O9NYYr6WRZ0SvArptTqgfuwdx85gh87wK1RfThFftw1m8/wEVLVuPWZzfC7ZNx8aRB+OUXJxt6LFu8cCyKs5w4Ut+Bn7+xq9v5/nfrCeytbkWG04Yb5g439H0QJQpDMqIBojgrBXO18OHPH/hLop9cfRgAcO3ppaYHk5/Kxg3KxJM3zcIVM4biR5dOiPwJA1SJGBAfpOWyscODVu0VSrMXXeMGZcIiqQFHTatLn/Fx3vgi00FHpNlpTR1uvdolmgqrWISa8xVIbBwsNtNuqVeS+W8XcRsNy02N6sJaVHXsrfa39CTTDKNQ7ZZinlY0FTeiuskrK+jscbHt8vr0+7fRY4tKANG+2FNjh1uvejPbGhorEcIGC3XEz9TMhmejgZYY3C8+PuwxtSAt0uB+8TUtEpDhMBbeikrNnhec4nFjSHaqqcce/88z9O+2CJlHFIS+wBRzyTaXN+lVPesPq1W1sc6kDKwkO6r9Lg/JTk3Ipu1QRoZouVQUBZ8eUn8OZ47q/sJJUaYTWSk2yIq5+WF6JVmYF6HEjEvRmpkI+jwyreJakvxzPGNtuRTzr0Rl6RtbI28TDEVvHe/nx7Jo6HPJYthwWdXchV2VLZAk4Bxtfq8kSfoLzGbbf9fsr0NzpwdDslNw5ujunQMjCtIxrSQHsqKGQ2atPViHC5eswsq9tfq53fLMBjz0zl5Dn//61grsqGhBhtOGu88fE/Hjv/m50Xjg8okozlI3te+tboXTZsG1c0qw5Jpphue6Zjht+M0VUyBJwIvry7FUqxz79FA97n1F3U5/65nRbacn6k8MyYgGkLvPHwtJG7L57s4qbDragLUH62G1SLhp3vBEn96AM29UAR6+apqpCqCBRgRQx4NsuBQXXYOyUkxfdKXYrfoF3Esbj+FtLSQTs2bMGBEwbDnYq6TiIqoo09nv5flGNlzWRFVJpl7k1ba69EoK0XoZbZXI5KFqC9OuEy36MPLD+tD+xFeeiKCqZ7ulGJIfTUiW5rDqwUjPYfsi6LJaJEOtgoC/kqw+RCWZuKjMSbOH3fTYF/Th/UFCHTGny0wLqL+SzNjgfiMXNf7B/RGOqYVomSl2w1v1RHVlz5lkYq6i2Tl+kZYhAP7fn3DtjRMGZyHFbkFzpweH6tS2yE8PNwAATo9TSHawpg2HtVbLZPhdDjSyQGy47B52HahpQ12bG06bBdO0ajtBkiR9tui+auOhkagkC9VuCQTOuIwuJKttdeEfnxwN2j5q1M4T6hy2wNEDouUyluH9R+vbsfZgPSRJHREBAMu3Vwbd+GpErfYCT7K3WwL+ardYhvd/uFetIps6LKfb/N55o9SAa/3hBnjCLPLoac0BdTP6ueOLgoZIV8xQq8le22xuy2W7y4u7/7UFjR0enDY4C3+/bQ5u1p7jL115EC9vCn+8Lo8PD72thml3njvK0KxiSZJw49zhWH3v5/DX62bg91dOxfr7z8eDV0wJuiQjnHPHF+Fnl6nLth56Zy/Of/gj3PbcRri9MhaeVoxvnxc5tCNKNIZkRAPInBF5+PqCkQCA7/xrC77y2DoA6iyycK+s0qkrWFufICowSqNsYfzafPW++PCKfTjW0AmnzYKzo9iuWpqXBosEtLm8+oyUQHrLU7G5rZnxYKQqQVxkF5moJMtOtSNTq8wR35++2TLKarnh+enIcNrg8srYLwZ9J8FmS0GfSdYjzDK7gTKQJEl6hVHPsEMcNzfNYTiIEZVkXR4Zne7ebWCJbE/SK5+CXCSKWXZmhsT7Z5IZHdxvICRLNVadZnYeGeD//ntVktWr37vZeYWiSjRY6AiolVBGQjK71aK36392tAnHGztR2dwFm0XC9NJcU+fU0/AC9bGx1eXVt0SWJUFVaKBRIsjrEZKt06rIZg3PDXqRPVZ7PDczl0yEZMPCPN8Rz4VOhHlhIxhFUfDypuM4/+GP8KP/7MAfV0Q3FF9RlF6VZAD04f2xhGRivtWCMYW4enYJMlNsqGl1YcORhqiO568kGwghmfrYHEslmagUO7dH++/4QZnITbOj3e3DNm3RhBEfayHZWaODz5+9dMoQ2CwSdlS0mKqYfOyjg6hpdaEkLxWv3jkP88cU4mdfmIg7zxkFALjv1W3YGOY2f+bjIzjR3IUh2Sm49cwRhr8uoA7g//yUwfjKzGExVXvdNG84vqGd74GaNrS5vJgzPA9/unY6bP38AhNRNHgvJRpgFl8wFhMGZ6HT44OiqO1tP7n0tESfFiUpEbgcDRKSRTu0X/jKzGG4eNIgiBexF4wtRJrB1qlADptFD/MO1/Z+IumfCxT9VtNoBRuwH6jL49Mv+M0M7pckCXOGq1Umq/fXaV8j+s2WgDoseNJQ9aJse4X6RP+wdhsnc7ulmP8V7YBzPSTrEXY0RDGnKz2wMi1INZk/JOv/9iR9JleQdstKbZ7fYBMvluiBVsTWSNFuGb/B/dGEZKErybSw33RIpi3lCBGSNXZ49O890izEmQHD+9drVWRThmXHXPnqtFn1UOxNbbO1qBhNFiO1VtSeM8nWHVRDsrkhZlSKx3OjlWQtXR60ardHuJmfQ6Jst3xx/THc89JW/b5pZv5ToJpWFxra3bBaJD0YA/yVZHurWkJ9akQifDtvQhGcNqteuf1elBsU6wbI4H7AH+TVxjCTTPz8Zg/vHl5bLBLmai3Ba7XgK5Kq5i7sr2mDJPkr0XrKS3fox31rh7G22OONHXhi1SEAwP2XTOhW5X/PwnG4aOIgeHwK7vznZ0FnndW1ubD0wwMAgO9fNC6hrdk/uGg8Vt97Lv5x2+n407XT8cwts5OqVZwoHIZkRAOM02bF0zfPwvcvHId37l6Ap26ePSCe4FBijNLmxQR7tf5ojMPwJUnCr780Wb/YvGSy+VZLIbDlsidRFRVu8GxfGaa19Rxv7Ax6wSSepDpsFtOvuoqqO/Hqtqj6imXumriA3q69Gp5MlWR5IVoZ6/UwK7rHMVFh1DM8qY8ifJMkCXlpoeeSids7kZVkwQb3V7ZoA837oJJM326ZamAmmeHqNDXsMFdJFnxwv16BaTIkCzfjDQAO16mPO0NzIs8Am6FVjL2/pwZvbFPnD82OsdVSEOGKw2bBN84Zhat6DAhPtFFF6mNLeUOH3qomywo+0SrJQi1yEcP79xscZC9Cr5w0O9LDLCHxL4IxF5KJEOPaOSWwWyUcb+zU/0aaoc/Iy+k+xkB8v9Utrqi2KKrHVh/PRXAq7nc958EZ4fbKaNK2+A6MSrLYZpJ1uL36i11jB/V+wW2uFnSt1cLdSEQV2ZSh2WGXj1w8Sd06/9b2KkPH/cO7++Dyyjh9RF6v8RUWi4Q/XDUVY4oyUNPqwrde/EwfrQCoG7K/9cJmtLq8mDQ0C5dPHWroa/alkrw0nDWmAF+YOiTs7y1RsmFIRjQADc5OxV3nju72KiVRMBO0do+Kpk59A54gnnCXxlBllJvuwL++PhcPXjE5pidk4UMytdIgESGZqFjocPvQ2NH7wl9csBdlOk0P2z97rBqSbTzagO3Hm7G9ohmSBEwpyYn6fCeJkKyiGY3tbj3gGJ4ElWT6dstelWTRt1sCgbOluocnjfpxzV0AhgrzgMS2J/kr5rqflywr+sw8c5Vk5uaHGakk8w/uD39MM8GbELiNMnAGkwglzLYhhtsWCsDUDLCzRhdgZEE66tpc+qDtWOeRCfdeNB73LByLD+85Bz+4aLzhAdr9ZVBWCtIcVnhlRb8t9tW0orHDg1S7NeTmaNFuedTghksjQ/sD33+iuctwJZhPVrClvAkAcMMZw/XKwNX7zQ1yD3eemSl2/TGuIop5aYri//mK6u/h2gtc0YR54vHNapGQMwCGqOuD+6OcSXagpg2Kov6dCfb4PU+r+NpU3mjo/ijmkZ01JngVmbBwYjEskvo3OdjYi0AVTZ36kP8fff60oM8p0p02PHr9TKQ7rPjkUAO+8c/P0NThhqIo+MX/dmHdoXqkO6z4w5XTDI8ZIKLeGJIREZ3EslLsehvSrsrubR6xtlsKIwrSce2c0piekOnDn3uEZJ1uH45rFx1jEhCSpditeggT7AmuOLch2eZbJMvy01GWnwaPT8F3/70FAPC5cUUxzRcUlWS7K1twQKsuGJSV0u8LD4IR4VNTp6dbyKHPDou23TIreEWQ/7jmLgDF7LRgg7sT2Z6kz9DqEerUtbvg8SmQJHMtv4a3W3aZmEmWYqyFM5p2yyE5qUixW+D2yvrSkS6PT988G+1Msro2d9Bh3XoVpoHwLdVhxQtfO0OvypUkYGZZfEKyEQXp+ObnxiTt3FFJkvQNl2Jzo2i1nDU8N+TG0cKADZc9h/4How/tj/BzKM5KgSSplVI9l4SEsr+mFa0uL9IdVowblIn5Y9QXMEQrvBn+8+x9f/QHvebmpQFqpWyXR4bVIumLC8Q80WONHaaH99e1+l+cGAhhSmGMM8nEfVNU9PU0siAdxVlOuL0yPjvaGPZYiqLoIVnPrZY9FWQ49S23b+8IX0323Noj8MkK5o3Kx+RhoduqRxdl4OGrp8FhtWDFrmqc//AqzP7V+3h+3VFIErDkmul8EZ0oRgzJiIhOcmJ4sNi4BaitB6I9LRmqjEZoc216VpIdrFVf/c1Ldxja0NQXhuWKDaG9X/0vr49t+YGoJhNz126McUtt4PD+3729B0BiKvCCyU2zQ5IARQEaA9qNYq0kCzWrqqEjujbO3DQDIVkCK8kaOzxwef2VDmIeWVGm09TGzSyD88PMtEbqx4zjMgDBapEwrrj78HPxO5nhtCE3TMtTMHlpDti0cCDYhbeRof2BBmWn4MWvnYFZZbm48YyymIZeDzSztEDwxfXlkGUF/96obt8LFyBIkhTQchl5LpkIn8LNIwPUtlTx+2m05XKTFopMK82B1SJhvlYdtO5gvalth4D/PjksyAZO/7Zk80GPeFFrSE6K/ns+ODsVdqsEj08x3V46kOaRAYHtltG1qoq23lDhkSRJONNgy+W+6jbUtrrw/+3deXCc9Z0m8OftbnXrbh2t0zos2fKFJeMDjIyxGRwcHJuQTWYCIfGYhGVgglk8ga1JMrsLU0XFVGortZMhCUUyxSRMWCczg0lmNnHhSog5DeYQNgaMLx3WYVlHt1pXq9X97h/v+3u7W+rjfd+W3C3186lyFZbar16bflt6n/4e2VkWreowHtFy+bs4c8lGfdP4v291AgD+602Jh+1/9ppKvPDNLWhQK1gHRn2w2yx4bM8a3LqmIuGfJ6L4GJIRES1yoZAsVEkm3rl35mTFnadxtTSolQgdg2MR74ifS+E8MiE0lyzOhlCT1XgiJAOU1pmbErwrnUj48P4T7cOwSNA2YqWazWrR2nrCA6jQgH2z7ZbRtxSaDd9iLRgAwgb3F1z9wf1FuVmwqzfH4QObQ5stjVUaheaH6WyNNDC4f9Q3jWCcyhYjxwy3qlJ5bn+sVsWGzyMz2u5ssYQ2o0abS2Y0JAOUAOff/noL/v6OtYbOZaG7d2sDrBYJr54dwMHff4yPe0dQ4LDhzgTz05oq9A/v744TPs0kgjSjIdlGdcbXNdVOFOdmweubxgddbl3HEMT3iSVRzrNChGQmKslE9WR9Sej5aLVI2iy+zgStfDNdSeGmXjO0wf1en6mFCokqyQCEhvefj19BKKrIrm8ojbq5dabb1lZCkoD3O91ahepMvz7RBa9vGo1lebh5RXnUx8y0dokT//nQVvzo7g349f2tOPnYTtxjcJslEUXHkIyIaJG7plop2w8Pyd5SN7CtS2L+1VyqKsyGw2aBPyBrN0NAqMIgFa2WQm2cSrIObR6SuZDshsZSLfjY27p0Ttpewrff/e1tq7AlyeBtLokASoRNsiyHDe5PbrvlzE1fg6Pm2jhFZUW0G1nRopSKG0tJkqJWzfWq88jEVj+99Gy3nPQHMKHO59ETpheo7ZayDHh9scM3M+2WALC6SrnB/bhXeV0IhdTmWhHLY7S/ybKM9sH0WXqR7mpLcvGFa5WZlD999SIA4L5tjQmvPTGXLNpimZn0tluGP6bHrS+Mel+dR7ZBrQqyWiStCu4Vgy2X4jxropxnpXi+eYyHZNpzfcb3GjEuQTxf9RpYYCGZmCE44Q/EfW2JRQSxKytj/ywhQrIPLnngjVMN+5o6q27r8uhLKWaqKMzW3hD75zfaZ31+0h/Az15VNlreu7XB0M8BeQ4bdrdU4fqGEm6OJJpDDMmIiBY5UUl24cooJqaUG16x5vzGZfp+yJtvFoukVWxcGAjdMImbp3SoJOuKUklmdrOekOew4aFbluPPVpbhy5tqzJ9kmB2rlVaLO66txl9ta5yTY86VmcP7x6YCmJpW2pnELDCjREg2ODalHSv8axitJBP/v7tnhKJKoJfaG0tt2HxYqCNCsspCs5VksW8GRYBmkYACHZvJHDYrsrMsEX82GrMh2aqqyEqyZCs5xbzBmSFZv9eH8akALFJy22YzyV/f3AhRzFeaZ8c3tiauaFlWFr3NPhptIL6OSjLR1qinkmxw1Kd9/fV1odY5MUfqo7AxBYnIcqjtMdp5ipDMXCVZ9BmiYmFFp8Hh/dqm3hRUxZqRa7dprxd9BkNGz4Rfe51cXh67kqymOBf1pbkIBGWcaB+K+pip6aD2JuPW5WVRHxPN19UKr39799KsAO6Xb3WixzOJysJsfGnD3PwcQETJYUhGRLTIlRdmw5XvQFAGPukbwXQg9ENeoqGzV1O0DZei3bIpzg+28y3WTLLwoeHJLD94aEcTnv369Sgw2HoWyw2NpWj7X7fi/9x5reEWtPk2s5VRbKDMzrIg125uPXxxrh1Z1sjZUrIsaxUdlU5jFVZaSDbjBtsz4Yc/oLT5mA30klVRIIb3hyrJerRZTUYryZTn26Q/GDHjLJw7LMzSW90gwjdPnJBMtHgariSrDG3rHZn0Jx2SiYDhfH9kJZN4DaotyY05eJ4iLS8vwO0t1QCA/7ajCfk6QlXxmt8xGH/wvG86oD3nE80kC39MjydxSPaeWkW2oiI/4vkoAjw9SwWEwbEpTPqDkKTo7c9au6WJSrJYVcv1JjdcitleqZivaJYWMhr89zunVqRXObMTvuaILZdvnIs+l+z9zmGMTwVQmmfHKgPD8bc1ubC8PB+jvmn8qzqzD1Ba03/88jkAwMOfaWI1GFGa4Hd+IqIMsCZsLtkHlzwY9U2jKDcLa9TKjHQwMyTzTQe0G4OmihS2W5aEZpKFz0K5NDwBWQby7FbTrYLzpSjXnnYBGQCUqOGSaIXUWi1zzf/7WSySdqMnbqSTqQQSW+n6PJMRN+4igCvMtumaQzMfRIAXHiSLCgmjM8kKHDat8scbYy6Ze1wJuooM/P/RM7zfzOB+QGn5rFaDhk96vUlXcor5RGdmzMQystmSQr7/5y144Ztb8Jet9boeX12UA7vNgqlAMG7Vl1hO4bBZdFWGipCsW0e7pZhHtqEucgC7+H7UOTSue3i/eCOloiA7ariaTCVZp9pOWVcS+ZwUIZnhdkvvwhrcD4Te8DAakp3pU0LwePPIhNYEw/tfD9tqaaQtUpIk3KMu5vnnN9oxpraMPvPKBQyOTaHBlYc/38gqMqJ0wZCMiCgDhA/vF62WrY2labX6XdyUfKLOGzp7eRSBoIyCbJvWUpcKVc4cSJJScRO+WatzSL1pKc1Ly0AqHbnUG1wxNHpIbV8sSbIyq2zGbCkRItUUG68EUrZESpgOyhFteP1ae1Lqnour1VD7o7D5gr1quFBlsJLMYpG0ap9YrZFudUOokYovp7Y1c+5nkgGhf4O2rmGtesZsJZmoBDnT540IwMX2zMYyhmRGZGdZsaGuWPfrodUiYaka8lyI03LZEVYxqOfYoqqyV0e75Sd9yrXUXOOM+HhlYTZysqyYDspR51FGk6glVIRkngk/Jv3Rqzej8Uz4MawG1rNmkpWGwjwjA+0X2kwyINRG22swJAvNI9MRkjUqlWQf9Y5olc7hxND+rSaq8L+4YQlK8uzoHBrHl37yBv7nix/ih384CwD4m1tXGNpOTETzi1cjEVEGWKsO7//dqV4cbusGgLQa6A4obYKSBLzdPoSOwTEcfl85z80NJSkNoew2i3ZzE77hsjPGjBiKbZk6W07MlBJzcUrykrtRq5gx0F6rBDIxdN1ikbSqrPCWSxGQpvKmUlSEftQ7AlmWEQjKuKz+nasMtpUCiVsjxceLDGzALVSH98eqJJsOBDHqM9duCQCr1OH9Pzj6KSb8AZQVOExXki0vz4dFAobH/RGLHz645AYAXJsmi00WM62C+Ers4f2iikrvghRRSdbv9cVsJRbE3MuZVUYWi6S9flyIc27hut3qZssYLaGFOTbkqO10RqqhxPcaV759VhtrTbHyJs74VEB780GPhbbdEghtMjZaiSdCMj0LgMoKHFipPheOX4isJhuZ9OODS8qMuhubjP/8lGu34Z/2bYIr34FP+rx47ngHAOD+7Y24vaXK8PGIaP4wJCMiygA7Vpfj2toieCb82oyVdBnaL9SW5GJbkzII99nX2/Gv73QBAL56g77WnfkUbcNlR4xtYxRbS00RAKUSyh8I4qR6w7EiycUMYqD9FVFJpt5UN5rcTChucsOH94vWvmoTYdRcWVaWD7vVAu/kNC4NT+CK14dAUIbVIqG8wERIprVGRq/60kIyA2GWOKZnPHpIFt7aKQI1I1apc8km/UoL3P/+i3WmKzCys6xaS6VouZyaDmqbgNepz1eaPw2uxMP7QxWD+q7n0jy7VkF62RM7OBrzTWtB+PKy2a9BjVHmZMYjXi9qYlSSSZIUahk0EPR0iKrlKGGww2ZFtRrq6x3e7w8EtVZqV4rmK5pRpbVb6qvsE8TPPHoXAIktl3/4pD/i48fOXEEgKKPRladry2o06+uK8Zv9N2JdjROleXb89C834Tu7VrManSjNMCQjIsoA2VlWPH/fZmxT15AvKcrR3sFPJ3dvrgOgzOwYmZxGbUkOtjfp3yA1X8RNz6UooYnZVq9MtLQ0F4XZNvimgzjT59XmAW1aWpzgT8YnAqLLIzMqyUwGmEuiDO8Xw91TuWnVbrNo8/k+6h3RBpNXFDhgNdE6rVV9xWy3ND6TrFh97PD47FYlIBS85dmtsJkIt1aHzVG8f1sjtq9I7vVBm0umtlh+0jeCqekginKzdFcukXmN2lbjxO2WS136/n9IkqSFGJeibCUWzqsVYq58B4qjzDoT7bbxzi1cd5zNlkKsjarxaJstY8zIC80l0xeSiZmQVoukXa8LQaWJdsvxqWktkNT7M88etarrPz7o0ZbMAMAv3mwHAOxOsuprSVEOXnzwRrz13R24dU1FUsciovnBkIyIKEPk2m342V9uwuO3r8E/3r0+Ld+53LGqXLuJAICvba5Pi7lpNWoQ1hV2w5XsPKRMJEmSVk32+rkBrXpnQ31yIZl4zvR7I2eSmWm3BBB2gx0Wkl1JfUgGRM4lEwPNq0xWNSQasu+eMD6TTCyxSBSSmWm1BJRQ5XPNldjdXIVHdq40dYxwKysjQ7K2LjcApYosHV8jF5uGssTVWp0mXmvFY8UG1GhEq2WsNrwGg+2W4vUiXpWRmQ2Nid6QESFZp87h/aK1uDTPnhbfX/USIZmRgLF9QPm3K87N0h32b6wvxtolhfBNB3HoRCcA4OQlN060DyPLKuFrc1DdLkmSqTcJiOjq4NVJRJRB7DYL7rmxYdYmr3Rhs1pw53VKNZndZsFfbKpN8Rkplqk3cqfU9kBZlrWbL1abGCMGZD93vAOyrNz4mWkVDCf+fL/Xh2BQ1gJMs9WSMyvJZFnGebVlZ1mUtqyrSWyk/ah3BL1qJVmlyRZQMZMs1pD9UCWZ/kBLVOQMRRl6DYQCOaObLQWLRcKPv7oRP/rqBsNLGaLRhvergW1bpxsA55FdLeIa7XZPRB1mH/laq/961lNddVatDo21PXnmxuVEErVbAkCFiXbLHjVQi1WhJtpQO+IEguHEmwnlhQtnHhkAVBUqf//hcf2LD8TWTyNvmCibKBsAAM+92YHpQBDPvt4OANjdXKXNRiOixYshGRERpZV9rfXY3FCCR25doVWlpJrYePVhjweDoz51IHQQVoukDYkmfdapIZmoutiUZBUZoAxbBpSQrHdkEr7pIGwWyfTcmJoZrVqXR3wY9U3DapEM3ajPBzG8/3S3R1tusaI88da2aApz4g/ZNzO4v0S0W47FP6bZSrK5tkINyT697EUwKKNNDO2vK0rdSWWQ0jw7CrJtkOXoVV9XvD5M+AOwSPErtGYS12lHnOqqc/3xB7o3qvPSLo/4MOaLva0VUJ7XXvUx8b4nVBYar4a6rIZklTHCmdA2T33HFJVkyb45cbWZWXwgAk6jb5jsaalCaZ4dvZ5J7H/+ffznyR4AwDe2Nhg6DhEtTAzJiIgorZTmO/Cr+1tx//ZlqT4VTXlhNlZVFkCWlRXwolKpuiiba9sNapkxDH1jkvPIgNDWs4FRH86p1SF1pbmm21lExUaPe0KtIlOOWV+SOyfVS8kQ7ZY9nkmc7hlBvsOGva3m2n9ClWQJZpLlGJhJlqcccyhBu6XZSrK5trQ0D3abBZP+ID7s8WhDvjm0/+qQJCk0l+zK7EBLVEdVF+UYuvbEPMKOOJVkn14WLdTRQ2ZnbhZK1TdqElWTiSqy0jw7cu2xF1KEhs/rD8lE1VmsilERyvXoHGjfr4VkC6uSzMziA/GcajD45kZ2llWbkXrkdB/8ARmb6otnff8iosXJ+FohIiKiDLR9RRk+6fPilU8HkOdQ3s1eEzZEnPSpcmbDlW/HgDo8elN9SdLHLM2zw2qREAjKeOl0HwDjN0WR55gDSVI2KA6OTWnBW2OKWy0BpQKrpjhHq8T7q22NpisuE2231GaSGakkEzPJYrRbhoK39AjJrBYJTeX5ON0zgqePnQegtOqlSxVrJmhw5eGDS56oQVRoaL2xtvbwSjJZlmfNl5uYCmgzJmO1W4pzGxybwoWBMaxd4oz5OD1D+4FQoK83JJv0B7RguSJG5VdV2KyuYFBOOGdMa7dcYCEZoFTTXRwY0/3vJ9otxew7I75583IUZmdhbGoadpsFn19XbfgYRLQw8e1vIiIiHcRm0JfP9OPX73QBAPZtWZrCM1qYwof3F2TbYrY6GWGxSLhlVTkA4JdvKYOWzQ7tB5R5eOIGsnt4Im2G9gsinHXl23FvEu0/urdbGhncH7bdMhiUZ31ezCorzU+fG3RRnfe7U0rAynlkV1eD2tZ4cWD2gHwxjF7M3dKrtkQJusemAlogH+78lVHIsjLQvTROICo2XF6MUuUWTrRmJ2oJFZVQYn5iIiIMys6yaO3RM1UUZkOSAH9AxsCoL+Ex+9UtwGULMCSrMrjhUlviYuJNkxy7Ffdta8SBz6zAN29ejppizh8lyhQMyYiIiHTYtLQYOVlWDI1NYdIfRPMSpzarjIwRrWwb6ornbLvaY7ev0ebVAMmFZEDoZrfbHQrJlpmoRpgPu1uqkGWV8D92r0Gew3xTQLztltOBILxqhZnerXDhjw3K0Y87qN7Eu/LTp1Lrge3LsLulCmuXFKLBlYe71OUhdHWIKh8xSD9ch8kFKQ6bFdVO5RqONpdMVIc2lRfE3WIqArwLUQK8cN06NlsCQFm+AxYJmA7KGBhLHGhprZaF2THPM8saCvV7dIRHot2ybIHNJAOMbbj0jPu1UN7sEhciykxstyQiItLBYbPihsYSvHzmCgDg/u2NcW+uKLZ9W+rRNzKBr91gbpZWNDXFuXhk5wo88f8+BgBtzpFZS4pz8V6nG93DE9oNdbpUkt1x7RLsaamGNcmAMd5MsvAWTFFxpofdZkGBwwavbxpDY1OzAjZR1VOaRiHZ8vJ8/OjuDak+jYx1jbqM4qOeEfgDwYg5j1q7ZYnxKp760lx0uyfQMTiOTUsj27rPqkP7l8dptQSABlfiLZlAqN0y3mZLQNng7Mp3oN/rQ/+IL+HwfBEGJdqoWF2Ug8sjPvS6JxJWQmqD+xfYdksgFJL16pi/dlENR8sLHEm9mUBEmYeVZERERDqJlsvakhzcdk1lis9m4SrKtePgF1twTXXsGT9m3LNlKW5qcqHKmY3mmuSOLSpC/vDJZVxW25OWpUlIBiDpgAwI3245eyaZWx28X5BtM7wAoVjMJRufHb6JdrDSvIV3g07zo6E0DwUOG3zTQZy9HFmxJarAzGyVrdeG98+uJDvTF3+zZegYibdkAuEzyRKHeSKcErPB4hHtlrGG9guiai5RJZksy2HbLRfeNVhpYKZbu8nNlkREDMmIiIh0+sr1dbh/eyP+8SsbTG9OpPljs1rw869fj9f/9hatSsqsz15TAZtFwvELQwCUG8pkj5lunGq7pWfcD1mOnI/kVqvLnCYG7BfHGd4/OJZ+lWSUWhaLpA3FP3nJrX18ZNKvBa11BtstgVDAFa0K7OQlDwCgOc4wfuUYytd1j/u14DiaSzrbLYHQAH4RvscT3m4Zjzaryx2/wsoz4cdUIAhgoc4kU/599Wy3vMCQjIhM4k/4REREOmVnWfGdXas52DuNWSzSnMw5W19XjH/8ynqtYmtZGmy2nGsudXj+VCA4q5rMI4b2G9hsKZSof2ZoRqgQDMrajCBXGg3up9RrqVXCqg/U8AqAVlXmyncg30S73FJRSTYUGZL1eSbR7/XBIiFhNWuu3YYKtfIrVsvl+NS09rxOtN0SAMoL9c/V0ttuWaWGc4kG2ot5ZEW5WXDYrHEfm44qnKIKzwe/GvbFcpEhGRGZxJCMiIiIKIpdzVX44V3rUVbgwB3XVqf6dOZcdpYVBeq8MdGCJbgnlJv+ohzjFV/FudEryTwTfgTUjX7FBpYB0OInlnmEV5K9eX4AAHDd0mJTx4zVKim+xoqKAuTYEwdFiVoue9TqrYJsm67KS9Hm2O9NXEkmqs0SziRTK8l6EszqEpstF2KrJQC48hzIybJClkPVe7GIbanJLnEhoszDkIyIiIgoht0tVXj7uztw1/WLc+NhmVrRJWaFCW61ksxpopJMtFvOrCQbVLf5OXOyYLfxR1AKaVFnCJ7p82LSHwAAvHZOCcluXO4ydcy6klCrpCdsPp7eVktBVKS1D0SvJDPSagmEAq9+HZVkoZlk8UMtrZLMnaiSTPn8Qmy1BJRKYRF6XYyzcTQYlHG+Xwk102XhChEtHPwJhYiIiCiOxbzF1KXeLM+qJBPtliZmkpXEmEmWjpstKT0sKcpBaZ4d00EZH/eOYHxqGu91uAEAW02GZHkOmxYGtYdVgZ3sVkKyFp1t8yKUiVVJpnezpaC3kiwYlLVQS28lWb93EtNx2hD7taH98Y+XzsTm4gtXYi9T6HZPYMIfgN1qMbUZlYgyG0MyIiIiogwVq5LMM2F+JplopRwai9xuOaiGZC5utqQZJEnSNtKevOTBifZhTAWCWFKUow3PN2NlRQEA4N2OYQDKdsdTartli+5KMrVyKUZIZraSLNFMsqHxKfgDSntyolDLle9AllVCUAYuxwnfFvJmS6FBqySLHZKd7Ve2lzaW5XHJDhEZxlcNIiIiogxVFrOSzPxMspI8JVgbjtFuyUoyiqZFnUv2QZcbr6utlluXu5Kq5Lx5ZRkA4I+f9ANQAq3hcT+yrBJWVRXoOoYI6TpiDO7vHhaVZPrCvPLC0DUnZvRFI1otXfn2hO3JFoukhW/xNlyKSrKF2m4J6AvJPlWXPjRV6Pt/TEQUjiEZERERUYZyqYHVrJlkE0nMJIsxuF+0W3KzJUWzsV4Z0P9iWzd+/U4XAODGJnOtlsKO1RUAgLcuDsI76dfmka2qLNS93VEM7h8am9IqLMOJdks9my0BoDTPDosEBOVQcByN3s2WQrVT+fo9cTZcijlo5TqPmY4aynRUkomQjPPIiMgEhmREREREGSp2JVnyM8lmDe4fZSUZxbatyYU7N9UiKIeef1uWlSZ1zAZXHhpdefAHZLx2dkDbbCkWBeiRHzbbrDNKNVm3wXZLm9WCUjUoFtsmo+lTA61KnYFWVVHiSrLF0G4pZpL1eiYxPjUd9TGi3XJFBUMyIjKOIRkRERFRhnJpM8kiA63QTDLjgZbYbumZ8Ee0kw1oIdnCvUGn+SNJEp78UjP++2dXAgA21RfPSdXhLavKAQDPv92JX6kVauvrig0dQ2y4nDmXbGo6iMvqcH29lWQAUFEohvfHrvq6rFaEVTh1hmRqJVlvvEqyRRCSFeXaUaxWuEbbOBoMyjjXz3ZLIjJvXkOy4eFh7N27F06nE06nE3v37oXb7Y77Z1544QV89rOfhculzCBoa2ubz1MkIiIiylgJZ5KZaLcU1WeyjIj2tNDgflaSUXSSJOHBP1uOPzyyHf90z3VzcsxbVish2atnB+Ae96Olxonb11UZOoZoueyY0eLX65mALAPZWRaUGnhei0H8l3VUklXo3ES5RK0k645RSTY+NY1Rn1J5tZDbLYH4c8m63RMYn+JmSyIyb15DsrvvvhttbW04cuQIjhw5gra2NuzduzfunxkbG8ONN96IJ598cj5PjYiIiCjjiUqdwTEfgmrVlz8QTGq7pc1qgVMNyobC5pINqv/NSjJKZFlZvvYcStZ1S0tQkG0DoLQC/+RrG3XPIxNEJVn7jHbLC1eUkKauJNfQggFRSRZvw2WfGqBVOvVdL7VqIBStJRQIBeE5WVbk2Y39/dNNg0tpo7w4MDrrc6KKjJsticgs23wd+OOPP8aRI0dw/PhxbN68GQDw05/+FK2trThz5gxWrlwZ9c+JEK29vV3X1/H5fPD5Qu/CjIyMJHfiRERERBlCzAfzB2R4JvwozrOjxz2BoAw4bBaUmQy0SvLs8Ez4IzZcDnAmGaVAltWCu6+vw/NvdeKpr6zXPTss3LIyJZT5pC/yPkMsAlhbrX/GGRCqJOv3xq4k6x5Wwq4lRfqqobRqt6ExyLI8K7QTbZgVhY6kNoamg0Z1eP+FKJVkn15W5pEt59B+IjJp3uL1N998E06nUwvIAOCGG26A0+nEG2+8MWdf5+DBg1o7p9PpRG1t7Zwdm4iIiGgxc9isWsWOCLE6h5Sbc6PVMeHEzCBRSeabDsA7qbR6ufJYSUZX13c+txptj+3EluXmtmVeW1cEAPikzxsxLP5UtxsA0GxgEQAAlIuZZDEqyWRZNrw1c0lRDqwWCZP+YNTwrUOdpybCtIUsXrvlWbWSbAXnkRGRSfMWkvX19aG8vHzWx8vLy9HX1zdnX+c73/kOPB6P9qurq2vOjk1ERES02M2cS9YxGArJzBIbLofVkEyEZTaLhMKceWtkIIrJajFfPVXlzEFlYTYCQVmrHgNClWRGtmUCoTljsSrJhsf9mPQH1a+tb36Y3WZBtTqXrCNKy6VoFRWtowvZ0tI4IZlaSdbESjIiMslwSPb4449DkqS4v9555x0AiPruY7Ty32Q4HA4UFhZG/CIiIiIifVxq++MVtZKsS60kq00iJCtWt2KK6jQxtL80377gW70oM22oLwIAvNc5DECZJ9bv9cEiAWuqzFWSxZpJ1j2sVJG58h3IztI/P0yERx2Ds8OjxVZJJkmAe9wf8W/onfTjdI/SErt2ibH/J0REguG38vbv34+77ror7mOWLl2KkydP4vLly7M+d+XKFVRUVBj9skREREQ0D8rUqhZRSSbaLeuTqDhZqrZDfXpZaX3S5pGx1ZIWqA11xfjdqT681+EGEKoiW1FRgByDg/Ar1O2SA6NTCATlWVVu3W51HpnOVktBVH9GrSQbUCvJXAu/kizHbkXzEidOXvLg2KdX8OVNyridN88PYjooY2lpblIhPxFlNsMhmcvlgsuVuJ+/tbUVHo8Hb7/9Nq6//noAwFtvvQWPx4MtW7YYP1MiIiIimnOikmxArfYKn0lm1poqpbL/416lqiO8koxoIVqvziVr6xqGLMs4dckNAGg2UbFUmmeHJAGBoIzBMZ82yF+4pFaS1RhcMqBVkg1FhmSyLGuVZHUlC7+SDABuXlGmhGRnQiHZK2evAAC2rShL5akR0QI3bzPJVq9ejdtuuw333Xcfjh8/juPHj+O+++7Dnj17IjZbrlq1CocPH9Z+PzQ0hLa2Nnz00UcAgDNnzqCtrW1O55gRERERkSJ8Jpksy+icg5lkq9WQ7MLAGCb9Aa2SzGVyWyZRql1T7USWVcLA6BS6hiZwstvcPDIAsFkt2rXQ55ndctnjVj5muJKsVFSSRbZbDo5NYWwqAEkCakuMb/dMR9tXKrOvXz17BdOBIGRZxrFPlZBsO0MyIkrCvIVkAPDLX/4Szc3N2LlzJ3bu3ImWlhY899xzEY85c+YMPJ7QAMzf/va3WL9+PXbv3g0AuOuuu7B+/Xo8/fTT83mqRERERBmpTL1ZHxj1wT3uh9enbO9Lpl2potCB4twsBIIyzl4exUdqRRlboGihys6yYk21Eoi91zmstVs21xSZOp4IoTuHZrdGinbLap1D+4X60ujtliI0q3bmwGEz1hqarq6tLUJRbhZGJqfxfpcb7YPj6BqaQJZVwg2Npak+PSJawOZ1vVBJSQn+5V/+Je5jZFmO+P0999yDe+65Zx7PioiIiIgEV1glmbhhryg0NjB8JkmSsLqqEG+cH8RHvR68fm4QALBlGW9eaeHaUFeED7rceOrlcxgam4LNImFVZYGpY9WX5uLdjuGo88O63Uq75ZJiY6GyCN48E364x6dQpC7QWEzzyASrRcJNTWX4jw968Kcz/VrL6qb6EuQ5uEGXiMyb10oyIiIiIkpv4ZVkczGPTBAtl79p68HAqA85WVZtrhPRQrS5oQQAcK5fWUixrrbIdJgs5oe1D8zeRKm1WxqcSZZrt6FcDb3Dw7fFtNky3M1qW+V/nuzFr050AeA8MiJKHmN2IiIiogxWXhgKyd7rHAYwN22RIiR747xSRXZdQ8miafWizHTrmkr8/eevwahvGoU5Wdixqtz0sWK1Ro5PTWNoTFl0YXQmGaCEb/1eH9oHx7CutggA0K5+jaVJbKxNRyIQC/83/LNVDMmIKDkMyYiIiIgyWFm+A+tqlTay597sADBXlWSRbWhbl7PVkhY2q0XCvi1L5+RYWiXZjCH7PWqrZb7DhsJs47dqdaW5eLt9SFvAASzeSrKyAgce3bkCxy8MYVlZHlqXlWJVZWGqT4uIFjiGZEREREQZTJIkHPhME77+7AlMB5VZsXMRki0vz4fNImnH3LLMlfQxiRYLEZL1e30Yn5pGrl25Lbs0rM4jK8qBJEkmjqtWqIUtBBCVZPWLrJIMAPbf0oT9t6T6LIhoMeFMMiIiIqIMd/OKMq01C5ibm2mHzYrl5fkAgOLcLKypYoUHkeDMzUJRbhaAyHZBbR6ZiVZLAFhWplxz76ut0+7xKXgm/ADmJvwmIlrsGJIRERERZThRTSbMxUwyAFowtmW5CxaL8aoYosVMtD92hLVcdruVwMzo0H7hxiYXsqwSzl8Zw9nLXpy/oiwZqCh0aNVqREQUG18piYiIiAg3ryjDA9uXwWaRUF6QPSfH3Ntaj/MDY/irmxrn5HhEi8nS0lx80OXW2iEBoFttt6w2GZIVZmdh63IXXj5zBb//sA+9HuV4G+uLkz9hIqIMwJCMiIiIiCBJEr69a9WcHnN9XTF+8+CNc3pMosUiWiXZhQHlv2tLzIVkALCruQovn7mCF967hF6P0r55z5aGJM6UiChzsN2SiIiIiIjoKhND9tsHlEqyUd80TveMAAA21Jmv/Nq5pgI2i4T2wXH4poNoXuLEdUtZSUZEpAdDMiIiIiIioqtsZiXZO+1DCARl1JbkmG63BICiXDtal5Vqv793a4OpTZlERJmIIRkREREREdFVJirJejyTmPQH8NbFIQDA5obSeH9Ml881VwEAygsc2n8TEVFinElGRERERER0lZXk2VHgsMHrm0b74BjeujAIANjcUJL0sb+0oQY97glsW1EGu411EUREevEVk4iIiIiI6CqTJAnNNU4AwNN/Oo+TlzwA5qaSzG6z4JGdK3Hd0uQDNyKiTMKQjIiIiIiIKAX+5tYVAIAX23owHZRR5cxOarMlERElhyEZERERERFRCly3tASfa67Ufr+5oYRD9omIUoghGRERERERUYp8+7bVsFuV27LNjcm3WhIRkXkMyYiIiIiIiFKkrjQXT/yXtbh1TQX2tHATJRFRKnG7JRERERERUQp9eVMtvrypNtWnQUSU8VhJRkREREREREREGY8hGRERERERERERZTyGZERERERERERElPEYkhERERERERERUcZjSEZERERERERERBmPIRkREREREREREWU8hmRERERERERERJTxGJIREREREREREVHGY0hGREREREREREQZjyEZERERERERERFlPIZkRERERERERESU8RiSERERERERERFRxmNIRkREREREREREGY8hGRERERERERERZTxbqk9grsmyDAAYGRlJ8ZkQEREREREREVGqiYxIZEaxLLqQzOv1AgBqa2tTfCZERERERERERJQuvF4vnE5nzM9LcqIYbYEJBoPo6elBQUEBJElK9enMiZGREdTW1qKrqwuFhYWpPh2itMdrhsgYXjNExvCaITKG1wyRfrxe5ocsy/B6vaiurobFEnvy2KKrJLNYLKipqUn1acyLwsJCXiREBvCaITKG1wyRMbxmiIzhNUOkH6+XuRevgkzg4H4iIiIiIiIiIsp4DMmIiIiIiIiIiCjjMSRbABwOBx577DE4HI5UnwrRgsBrhsgYXjNExvCaITKG1wyRfrxeUmvRDe4nIiIiIiIiIiIyipVkRERERERERESU8RiSERERERERERFRxmNIRkREREREREREGY8hGRERERERERERZTyGZERERERERERElPEYki0AP/7xj9HQ0IDs7Gxs3LgRr776aqpPieiqe+WVV3D77bejuroakiThxRdfjPi8LMt4/PHHUV1djZycHNx88804ffp0xGN8Ph8eeughuFwu5OXl4fOf/zwuXbp0Ff8WRFfPwYMHcd1116GgoADl5eX4whe+gDNnzkQ8htcNkeInP/kJWlpaUFhYiMLCQrS2tuL3v/+99nleK0TxHTx4EJIk4cCBA9rHeN0QhTz++OOQJCniV2VlpfZ5Xi/pgyFZmvvVr36FAwcO4O/+7u/w/vvv46abbsKuXbvQ2dmZ6lMjuqrGxsawbt06PPXUU1E///3vfx8/+MEP8NRTT+HEiROorKzErbfeCq/Xqz3mwIEDOHz4MA4dOoTXXnsNo6Oj2LNnDwKBwNX6axBdNceOHcODDz6I48eP4+jRo5iensbOnTsxNjamPYbXDZGipqYGTz75JN555x288847uOWWW3DHHXdoNyi8VohiO3HiBJ555hm0tLREfJzXDVGka665Br29vdqvU6dOaZ/j9ZJGZEpr119/vfzAAw9EfGzVqlXyt7/97RSdEVHqAZAPHz6s/T4YDMqVlZXyk08+qX1scnJSdjqd8tNPPy3Lsiy73W45KytLPnTokPaY7u5u2WKxyEeOHLlq506UKv39/TIA+dixY7Is87ohSqS4uFj+2c9+xmuFKA6v1ys3NTXJR48elbdv3y4//PDDsizzewzRTI899pi8bt26qJ/j9ZJeWEmWxqampvDuu+9i586dER/fuXMn3njjjRSdFVH6uXjxIvr6+iKuFYfDge3bt2vXyrvvvgu/3x/xmOrqaqxdu5bXE2UEj8cDACgpKQHA64YolkAggEOHDmFsbAytra28VojiePDBB7F792585jOfifg4rxui2c6ePYvq6mo0NDTgrrvuwoULFwDwekk3tlSfAMU2MDCAQCCAioqKiI9XVFSgr68vRWdFlH7E9RDtWuno6NAeY7fbUVxcPOsxvJ5osZNlGd/61rewdetWrF27FgCvG6KZTp06hdbWVkxOTiI/Px+HDx/GmjVrtJsPXitEkQ4dOoT33nsPJ06cmPU5fo8hirR582b84he/wIoVK3D58mU88cQT2LJlC06fPs3rJc0wJFsAJEmK+L0sy7M+RkTmrhVeT5QJ9u/fj5MnT+K1116b9TleN0SKlStXoq2tDW63G//+7/+Offv24dixY9rnea0QhXR1deHhhx/GSy+9hOzs7JiP43VDpNi1a5f2383NzWhtbcWyZcvw85//HDfccAMAXi/pgu2WaczlcsFqtc5Khvv7+2elzESZTGyGiXetVFZWYmpqCsPDwzEfQ7QYPfTQQ/jtb3+Ll19+GTU1NdrHed0QRbLb7Vi+fDk2bdqEgwcPYt26dfiHf/gHXitEUbz77rvo7+/Hxo0bYbPZYLPZcOzYMfzwhz+EzWbTnve8boiiy8vLQ3NzM86ePcvvM2mGIVkas9vt2LhxI44ePRrx8aNHj2LLli0pOiui9NPQ0IDKysqIa2VqagrHjh3TrpWNGzciKysr4jG9vb348MMPeT3RoiTLMvbv348XXngBf/zjH9HQ0BDxeV43RPHJsgyfz8drhSiKHTt24NSpU2hra9N+bdq0CV/96lfR1taGxsZGXjdEcfh8Pnz88ceoqqri95k0w3bLNPetb30Le/fuxaZNm9Da2opnnnkGnZ2deOCBB1J9akRX1ejoKM6dO6f9/uLFi2hra0NJSQnq6upw4MABfO9730NTUxOamprwve99D7m5ubj77rsBAE6nE/feey8eeeQRlJaWoqSkBI8++iiam5tnDZslWgwefPBBPP/88/jNb36DgoIC7d1Jp9OJnJwcSJLE64ZI9d3vfhe7du1CbW0tvF4vDh06hD/96U84cuQIrxWiKAoKCrQZl0JeXh5KS0u1j/O6IQp59NFHcfvtt6Ourg79/f144oknMDIygn379vH7TLpJxUpNMuZHP/qRXF9fL9vtdnnDhg3ysWPHUn1KRFfdyy+/LAOY9Wvfvn2yLCurkx977DG5srJSdjgc8rZt2+RTp05FHGNiYkLev3+/XFJSIufk5Mh79uyROzs7U/C3IZp/0a4XAPKzzz6rPYbXDZHiG9/4hvazVllZmbxjxw75pZde0j7Pa4Uose3bt8sPP/yw9nteN0Qhd955p1xVVSVnZWXJ1dXV8he/+EX59OnT2ud5vaQPSZZlOUX5HBERERERERERUVrgTDIiIiIiIiIiIsp4DMmIiIiIiIiIiCjjMSQjIiIiIiIiIqKMx5CMiIiIiIiIiIgyHkMyIiIiIiIiIiLKeAzJiIiIiIiIiIgo4zEkIyIiIiIiIiKijMeQjIiIiIiIiIiIMh5DMiIiIiIiIiIiyngMyYiIiIiIiIiIKOMxJCMiIiIiIiIiooz3/wE4bdamz4llPAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "win = signal.windows.hamming(len(segment_n))\n",
    "win_segment = np.multiply(segment_n, win)\n",
    "\n",
    "plt.figure(figsize = (15,5), dpi = 100)\n",
    "plt.plot(win_segment)\n",
    "\n",
    "fft_c = fft(win_segment,len(win_segment))\n",
    "log_fft_c = np.log(np.abs(fft_c))\n",
    "cc= ifft(log_fft_c)\n",
    "\n",
    "plt.figure(figsize = (15,5), dpi = 100)\n",
    "plt.plot(np.real(cc))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### **ENTROPY**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ll = min(segment_n)\n",
    "ul = max(segment_n)\n",
    "\n",
    "plt.figure(figsize = (15,5), dpi = 100)\n",
    "counts, bins, bars = plt.hist(segment_n,np.linspace(ll,ul,6))\n",
    "\n",
    "P_x = counts/sum(counts)\n",
    "\n",
    "entropy = sum(np.multiply(P_x,np.log2(P_x)))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### **ZERO CROSSING RATE**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "67.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(mi.zero_crossings(segment_n).astype(float))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "sip-person_identification",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.15"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "0b6819903465b6f80edaece2a807aed469d8f41936c3b6c7b4bd5b116e5c55fc"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
